diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ac66e90281f97441b55472ec4c72378b419bf453..3757254980fe0138f16e964414f45df6bb017422 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": "20260528T000041Z", - "generated_at": "2026-05-28T00:12:59Z", + "snapshot_id": "20260528T060028Z", + "generated_at": "2026-05-28T06:05:22Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1708,81 +1708,6 @@ } ] }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46100-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2135,15 +2060,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c4a4551a8bcf803a5e8149a2ea6c5159e7a7c1f0..56f3cae39a990d282262fc37efd3023aa6552393 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": "20260528T000041Z", - "generated_at": "2026-05-28T00:12:59Z", + "snapshot_id": "20260528T060028Z", + "generated_at": "2026-05-28T06:05:22Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -517,8 +517,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -892,8 +892,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -1235,8 +1235,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -2851,8 +2851,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -3795,8 +3795,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4135,8 +4135,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -4736,8 +4736,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -7520,8 +7520,8 @@ "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-10000-433", "nodes": [ @@ -7607,7 +7607,7 @@ "issue:43335|issue:43550", "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "cfb3458c6f0ab6d33f6c0fd750bcf25f093fdc7933e1154758fbdacf56850ce0", + "prepared_review_unit_hash": "07bc3d2663c881bab35eb3cdbebf32ce2eb1734eabc589229164a7207eba713a", "component_budget": { "node_count": 433, "item_count": 433, @@ -7629,208 +7629,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues. I only see two credible duplicate families: the SigLIP2 output discrepancy reports, and the new-model `pad_token_id` AttributeError reports. The rest are too symptom-specific or too broad to merge.", - "confidence": 0.81, - "canonical_issue_reason": "issue:38175 is the best canonical issue because it is a concrete, reproducible SigLIP2 failure and matches the broader HF-vs-JAX discrepancy report in issue:43493.", + "summary": "The set is highly heterogeneous: most items are unrelated model-specific bugs, import errors, docs regressions, or performance issues. No strong duplicate cluster emerges; the only near-match is within multimodal chat-template handling, but even that is not concrete enough to merge confidently.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44521 is the broadest and most central API-level bug in the set: it targets `apply_chat_template` on multimodal inputs, has active references, and is the best representative if one issue must stand in for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:38175 is the strongest global issue candidate: it is specific enough to anchor the SigLIP2 bug family, has a clear user-facing symptom, and is supported by the accepted soft duplicate.", + "best_issue_reason": "44521 is the most representative issue here because it touches a core shared user-facing path (`apply_chat_template`) and is phrased as a general multimodal bug rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR model deletion/memory release." + "reason": "Different subsystems and symptoms: Perceiver resizing/interpolation vs RT-DETR memory release." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different code paths: Bamba torch.compile/SDPA behavior vs DeepSpeed ZeRO-3 gradient inflation." + "reason": "Different code paths: torch.compile with SDPA vs DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve weights, but one is serialization on device placement and the other is LoRA merge/collapse after vocab extension; not the same bug." + "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same concrete AttributeError pattern: config objects missing `pad_token_id` during model loading, likely fixed by the same config-path change." + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but on different configs/models; not enough to treat as one underlying defect." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a flash-attention helper is unrelated to meta-device loading breakage in trust_remote_code models." + "reason": "Both affect loading/import, but one is a missing flash-attn helper import and the other is meta-device loading regressions." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batching shape bug vs tensor-parallel OOM are unrelated." + "reason": "Unrelated issues: batched video processor shape vs tensor-parallel OOM on Qwen2." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend lookup errors, but for different symbols and unrelated environments (`flash_attn` on Py3.13 vs `tensorflow_text`)." + "reason": "Different backend/import failures (`flash_attn` vs `tensorflow_text`) with no shared concrete code path." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class and a detokenization bug are different issues." + "reason": "Import error for a model class vs a detokenization regression; unrelated failures." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning is unrelated to a CUDA OOM on GPT-oss-20b." + "reason": "Local-path import warning and a GPT-oss CUDA OOM are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype mismatch in eval vs MoE training memory usage are different problems." + "reason": "Different problems: dtype mismatch in eval vs MoE training memory usage." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BEiT image label reduction bug vs multimodal `return_tensors` handling are unrelated." + "reason": "Different processor bugs: label reduction in Beit fast processor vs `return_tensors` handling." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are unrelated." + "reason": "FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale CI device-override test are not the same bug." + "reason": "Tokenizer special-token registration vs a stale CI device override test." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 failure family: 38175 shows a concrete zero-probability symptom, while 43493 describes the broader HF-vs-JAX implementation discrepancy." + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures on different architectures; no concrete shared code-path evidence." + "reason": "Different tokenizer/model families and different failure modes." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and flash-attn import mapping error are unrelated." + "reason": "Detokenization regression vs Python 3.13 flash-attn import/backend issue." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to SigLIP2 implementation divergence." + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing/removed import-utils helpers, but they affect different symbols and likely different fixes." + "reason": "Both are missing import-utils helpers, but they gate different features and different remote-code failures." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing imports for different model components; no indication of the same underlying bug." + "reason": "Different missing symbols/classes in different import paths." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output discrepancy is unrelated to RT-DETR memory reclamation." + "reason": "SigLIP2 probability bug and RT-DETR memory leak are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same API area, but one is a batched-input crash and the other is wrong assistant masks; too little evidence they are the same defect." + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks; not clearly one fix." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs video processor batch-shape bug are different processing paths." + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both involve GPU execution, but one is an auto-device-map CUDA assert and the other is FP8 inference on B200; different failures." + "reason": "Different hardware/model/runtime failures: CUDA assert on A800 vs FP8 inference on B200." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import failures caused by different dependency/platform issues." + "reason": "Different platform/dependency import failures with no shared code path." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI test issue." + "reason": "DAC forward/from_latents mismatch and a GraniteSpeech CI device override failure are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs AMP/CUDA crash are unrelated." + "reason": "Processor output-size bug vs AMP/CUDA loss crash are distinct issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipelines and different deprecated behaviors." + "reason": "Both are docs regressions, but they concern different APIs and different removals." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different model families and different helper behavior; no shared bug." + "reason": "Different model/component logic: DAC latent mismatch vs qwen3_omni_moe helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LaserFeatureExtractor center-arg regression and Whisper empty-transcription failure are unrelated." + "reason": "Feature-extractor crash on unsupported arg vs Whisper empty-transcription generation bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Bamba compile/SDPA issue are different model bugs." + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import error and Torch 2.10 compatibility are unrelated." + "reason": "Missing flash-attn symbol import and Torch 2.10 incompatibility are not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles/symptoms, and the rejected pairs are explained without overclaiming shared root causes. No mergeability issues since this is not a PR pair." - }, - "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 }, @@ -7842,8 +7839,8 @@ "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-10000-433", "nodes": [ @@ -7928,7 +7925,7 @@ "issue:42490|issue:43854", "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "5cd6dec31ccd454271352ff4be05866f69d03d32d3aad0a5afa1a2b96b15ed58", + "prepared_review_unit_hash": "94df5672862af146a8c3b3b045bfa11f8b3361f6e05c324904bc04ab4f70551a", "component_budget": { "node_count": 433, "item_count": 433, @@ -7950,138 +7947,138 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated regressions touching different models or code paths. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478), which appears to report the same loading failure.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is earlier, has a fuller report, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained regression with a shorter follow-up report.", + "summary": "One clear duplicate pair stands out: issue 45310 and 45478 describe the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0. The rest of the soft pairs are only superficially similar and appear to concern different code paths or symptoms, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is earlier than 45478, has the same title/problem statement, and is the cleaner anchor for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster because it is a concrete, well-scoped model-loading regression with a near-exact duplicate.", + "best_issue_reason": "45310 is the strongest representative issue in the set because it is a direct duplicate target with the clearest, most specific failure description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different failures: AMP/CUDA loss crash vs auxiliary-loss behavior in D-FINE. No shared code path." + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to a feature-length helper behavior in qwen3_omni_moe." + "reason": "Both mention model/runtime behavior, but one is a CPU offload device mismatch and the other is a feature-length helper bug in qwen3_omni_moe." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale generate warning are different issues and likely different code paths." + "reason": "Different symptoms and code paths: Janus image generation test failure vs stale generate warning for num_return_sequences." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to qwen3 recurrent-state reset behavior." + "reason": "Different problems: Pegasus v4/v5 output drift vs Qwen3 modular recurrent state reset with cache." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated bugs." + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category cardinality runtime error." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and qwen2.5-vl video position-id bug are distinct subsystems and symptoms." + "reason": "apply_chat_template tool-call crash and qwen2.5-vl video position_ids issue affect different APIs and failure modes." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and flash_attention s_aux=None are separate problems." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and flash_attention s_aux=None are different model/integration bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + "reason": "LasrFeatureExtractor center-arg regression and Gemma4 PLE device mismatch are different forward-path failures." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are not the same failure." + "reason": "Base_model_prefix loading regression is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are unrelated CI/model issues." + "reason": "Bamba SDPA/torch.compile issue and GraniteSpeech stale device override failure are unrelated CI/model bugs." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different missing symbols and different modules; not the same bug." + "reason": "Both are import errors, but they involve different missing symbols and different import paths." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feature-length output lengths." + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent decoding mismatch and position-id unexpected-key warnings are different model behaviors." + "reason": "DAC latent conversion mismatch is a different code path from the position-id/key warning issue." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT semantic-segmentation legacy-field loading are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BEiT pretrained preset loading with a legacy field." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve attention/MoE-related areas, but one is a flash_attention sink-less crash and the other is CPU-offload incompatibility in rotary embedding; not the same concrete bug." + "reason": "Flash attention auxiliary-attribute crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different runtime failures." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "FlashAttention test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated CI issues." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in train/eval and an incorrect pipeline warning message are unrelated." + "reason": "Embedding dtype drift in evaluate and a pipeline error message regression are not the same bug." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Batch-label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels returning one label are different label-handling bugs." + "reason": "gather_for_metrics truncation in tuple labels is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Sparse-layer config bug and qwen3_omni_moe feature-length helper issue are unrelated." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe length computation are different subsystems." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf-error handling and missing import_utils flag are different import/tokenizer issues." + "reason": "Tokenizer protobuf error masking and missing import_utils helper are different import/exception-handling issues." }, { "left": "issue:39692", @@ -8093,61 +8090,61 @@ "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation example failures and position-id unexpected-key warnings are unrelated." + "reason": "Documentation/model-processor mismatch is unrelated to unexpected position-id keys." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These describe the same Qwen3.5 MoE from_pretrained failure; the titles, version trigger, and symptom match closely." + "reason": "Exact duplicate: same title, same transformers>=5.4.0 Qwen3.5 MoE from_pretrained error, so they describe the same bug." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are different regressions." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to GraniteSpeech stale device override failures." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space after added token and output embedding reinitialization after resize are separate tokenizer/model-init problems." + "reason": "Tokenizer added-space bug and embedding reinitialization after resize are different behaviors in different components." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output drift and Deepseek tokenizer regression are model-specific and not the same bug." + "reason": "Pegasus output drift and Deepseek tokenizer incorrect results are different model-specific regressions." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech CI device override are unrelated." + "reason": "SwitchTransformers config bug and GraniteSpeech CI device override bug do not share the same underlying cause." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are not the same underlying issue." + "reason": "SwitchTransformers config bug is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP crash are unrelated." + "reason": "Both involve runtime mismatches, but one is CPU offload and the other is float16 AMP/CUDA loss computation; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the one accepted duplicate pair (45310/45478) is supported by matching titles and closely aligned descriptions. The other soft-edge rejections stay conservative and do not overclaim shared bugs beyond what the titles suggest." + "feedback": "The canonical duplicate choice is well grounded: 45310 and 45478 have the same title/problem statement, and selecting the earlier issue as canonical is reasonable. The soft-edge verdicts are conservative overall, mostly staying at the level of title-based dissimilarity rather than asserting stronger evidence than the packet provides. The summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -8163,8 +8160,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -9160,7 +9157,7 @@ "issue:44190|issue:44496", "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "12b3e998421fd537a15b4446f94f6d009627c6a1dfd842dfb1a9cbda5ac7f5d6", + "prepared_review_unit_hash": "fd3087ff478a757181b3ae5286e11fa90c010c95c0ba65e80f249c103b3e38d8", "component_budget": { "node_count": 433, "item_count": 433, @@ -9182,180 +9179,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft-similarity pairs share broad Transformer/model-loading language, but they do not describe the same underlying bug or change. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.96, + "summary": "This cluster is a loose collection of unrelated Transformers issues. The soft-similarity pairs share surface themes like loading, configs, or regressions, but they do not look like the same concrete bug/change, so no duplicates are accepted.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong canonical fit because the set is heterogeneous. If forced, issue:45698 is the closest representative: it is an active, clearly scoped `from_pretrained`/`save_pretrained` custom-module loading bug, but it still does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "One is a Deepspeed/Adafactor OOM report; the other is TrainerState token counting not updating. Different subsystems and symptoms." + "reason": "Different failures: DeepSpeed/Adafactor OOM versus TrainerState token counter not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior. Related training/runtime area, but not the same bug." + "reason": "Both touch training behavior, but one is eval-mode gradient checkpointing and the other is quantization/offloading; different root causes." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but for different models and different missing fields; no shared concrete code path." + "reason": "Both are config API mismatches, but for different models and different missing fields; not the same bug." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen variants vs chat template crash on tool-call assistant messages. Different features and failure modes." + "reason": "One is a video-input regression across Qwen VL variants; the other is a chat-template crash on tool-call assistant messages." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Model-loading failure for Phi-4 multimodal vs divergence in DeepseekV3MoE implementation. Not the same underlying change." + "reason": "Separate model-loading divergence reports for different architectures and code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs tokenizer load failure for FastSpeech2ConformerTokenizer. Unrelated code paths." + "reason": "Unrelated areas: BitNet packed-weight loading versus tokenizer loading failure." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different mechanisms: Llama 3.2 Vision loading vs base_model_prefix handling." + "reason": "Both are loading regressions, but they affect different versions and different mechanisms." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend installation extras issue vs missing import_utils helper. Different packaging/import problems." + "reason": "One is backend packaging for TensorFlow in extras; the other is a missing import_utils symbol for a specific availability check." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to Deepspeed Adafactor OOM." + "reason": "Trainer broadcast NoneType error and DeepSpeed OOM are distinct runtime failures." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs a broad exception swallowing errors in Fuyu tensor conversion. Different components." + "reason": "Tokenizer class loading versus a tensor conversion exception-handling bug; no shared code-path problem." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5 cache handling. Different model logic." + "reason": "One is torch.compile/SDPA failure in Bamba, the other is recurrent state reset in modular_qwen3_5 cache handling." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load vs save_pretrained checkpoint corruption. One is load-time compatibility, the other save-time serialization." + "reason": "Both involve Qwen models, but one is a shape mismatch on load and the other is a save_pretrained regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipelines. Different topics entirely." + "reason": "Model implementation parity versus documentation references; not the same underlying issue." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama model loading regression vs missing GenerationMixin import path. Both import/model-loading related, but not the same defect." + "reason": "Different loading/import breakages with different symptoms and code paths." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM not unwrapping text_config for composite Qwen configs. Different models and APIs." + "reason": "Both concern config handling, but one is API parity for Gemma3TextConfig and the other is text_config unwrapping in multimodal CausalLM creation." }, { "left": "issue:45290", "right": "issue:46209", "accept": false, - "reason": "Chat template crash on tool-call messages vs FP8 inference failure on B200. No shared underlying bug." + "reason": "Chat-template tool-call crash and FP8 inference on B200 are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs attention kernel divergence under torch.compile. Different model behaviors." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id inconsistency. Same broad area of config/runtime issues, but not the same bug." + "reason": "Quantization/offloading behavior versus Gemma eos_token_id mismatch; no shared failure mode." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs from_pretrained loading wrong custom module after save_pretrained. Similar save/load theme, but different failure points." + "reason": "Both mention save/load flows, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields vs GPTNeoX rotary_pct not persisting on reload. Different config serialization problems." + "reason": "Config reload bugs, but one drops fields with trust_remote_code and the other resets GPTNeoX rotary_pct on reload." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression for a specific repo vs backend mapping missing tensorflow_text. Unrelated root causes." + "reason": "Loading a specific model under transformers>=5.1 versus a missing backend mapping entry are separate issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init validation for patchtsmixer vs Qwen video-input regression. Different model families and code paths." + "reason": "PatchTSMixer post_init API policy and Qwen video-input regression are unrelated." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token regression vs classification loss degeneracy. Different layers of the stack." + "reason": "Tokenizer special-token insertion and sequence-classification loss computation are different subsystems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import/parsing failure vs DeepSpeed ZeRO3 deque underflow. No overlap in cause." + "reason": "Python 3.13 import parsing error versus DeepSpeed ZeRO3 deque underflow; different code paths." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The placeholder issue title is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Placeholder/low-signal issue versus Gemma roundtrip tokenization failure; not a duplicate." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/Deepspeed vs model-loading breakage for a specific model. Broad training/runtime similarity only." + "reason": "OOM with optimizer/deepspeed and a model-loading regression are not the same bug." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script vs unrecognized model/config loading for a specific checkpoint." + "reason": "Local dataset loading in an example script versus unrecognized-model config loading error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error message clarity vs MacOS bus error with community CLIP model. Different model and failure type." + "reason": "LayoutLMv3 box-information error and CLIP MacOS bus error are unrelated model/runtime failures." } ] }, @@ -9374,8 +9371,8 @@ "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-10000-433", "nodes": [ @@ -9456,7 +9453,7 @@ "issue:43232|issue:43388", "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "8510364ce843cae819b4109504d0aad7419a1b15bd9779e92a02ee31673743b4", + "prepared_review_unit_hash": "7db45a1fbb99769d1ddda5933085c6a8f2dfaa961fc92e6b67c1df011a5d219f", "component_budget": { "node_count": 433, "item_count": 433, @@ -9478,174 +9475,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a broad mix of unrelated bug reports across loading, generation, multimodal pipelines, configs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so no duplicate cluster emerges here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: the soft pairs share broad Transformers ecosystem themes, but none look like the same concrete bug or change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the strongest representative of a concrete, user-facing regression with substantial discussion and active impact around save/load behavior for custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest representative issue: it is an open, concrete save/load regression with substantial discussion and references, making it the most broadly useful triage anchor among these items.", + "best_issue_reason": "issue:45698 is the most broadly useful canonical issue in this set because it is specific, actionable, and close to a common model persistence workflow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Different failures: pipeline output nesting vs missing PyTorch for AutoModel import." + "reason": "Unrelated symptoms: pipeline top_k nesting vs missing PyTorch import for AutoModel." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both touch v5 pipeline behavior, but one is a processor/tokenizer regression and the other is an error-message/support claim for translation tasks." + "reason": "Both touch pipeline-related APIs, but one is a tokenizer/processor regression and the other is an error-message wording issue." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA OOM is unrelated to checkpoint key mismatches on resume." + "reason": "Different code paths: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failure and Qwen2-57B TP load OOM are different code paths and different causes." + "reason": "Different problems: running 3d_parallel.py vs tensor-parallel OOM on a specific model." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatches." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatches." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are video/multimodal, but they fail in different processors and different input flows." + "reason": "Both are multimodal/video-adjacent, but one is a video input ValueError and the other is a batched chat-template crash." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Different model families and failures: Gemma config API discrepancy vs Mistral-3 dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate bugs." + "reason": "Both involve token/decoding behavior, but one is eos_token config inconsistency and the other is Whisper empty-transcription generation failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." + "reason": "No shared underlying bug; ESM2 breakage and a Janus test failure are distinct." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Config API discrepancy in Gemma3 is not the same as strict loading rejection for granite_speech." + "reason": "Both are config-related, but one is a Gemma API discrepancy and the other is strict loading for a different model config." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "AdaFactor/deepspeed OOM is unrelated to output embedding reinitialization after resize." + "reason": "Deepspeed Adafactor OOM is unrelated to post_init reinitializing tied embeddings." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as a KeyError loading MobileLLM." + "reason": "Model TP OOM and a key error loading MobileLLM are different load-time failures." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but OOM from Adafactor is distinct from optimizer.step being called twice." + "reason": "OOM with Adafactor in deepspeed is not the same as optimizer.step being called twice." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm import dependency failures." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is FlashAttention failure; different code paths." + "reason": "Same model family, but weight tying and FlashAttention failures are different concrete bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and eos_token_id config mismatch are different bugs." + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id mismatch." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + "reason": "Dummy Conv2d in a decoder is unrelated to a CUDA OOM in Sam3Video." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and missing fpn_position_embeddings are separate issues." + "reason": "Pipeline processor lookup and a missing vision-encoder attribute are distinct failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage in Transformers 5.0 and GPTNeoX rotary_pct reload behavior are unrelated." + "reason": "Custom model initialization breakage is broader than, but not the same as, GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file/from_pretrained breakage and unrecognized model_type are both loading problems, but they are different failure modes." + "reason": "Tokenizer/model loading with gguf_file is unrelated to an unrecognized model config error." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token inconsistency and quantized model save/load breakage are unrelated." + "reason": "Config inconsistency for eos_token_id is unrelated to quantized save/load breakage." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different models and bugs." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different model-specific bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab is not the same as missing mm_token_type_ids defaulting." + "reason": "LoRA merge collapse with extended vocab is not the same as missing mm_token_type_ids defaults." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config issue and tensorflow_text backend mapping error are unrelated." + "reason": "StableLm config field mismatch and tensorflow_text backend registration are unrelated." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Undefined tf backend from tensorboard-only install is not the same as a missing import_utils symbol." + "reason": "TensorBoard/TensorFlow backend handling is unrelated to a missing import_utils symbol for falcon mamba availability." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." + "reason": "Generation kwargs sync logic and metric gathering label trimming are different subsystems." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field rejection in Beit config loading is different from loading the wrong custom module after save_pretrained." + "reason": "Both are loading-related, but one is a legacy preset field and the other is incorrect custom-module restoration after save_pretrained." } ] }, @@ -9750,7 +9747,7 @@ "issue:44112|issue:45600", "issue:46082|issue:46121" ], - "prepared_review_unit_hash": "91c99fecb3d748e9c6970ac36cc23371fa19e4acfea39d59521b47fc8e4065c3", + "prepared_review_unit_hash": "91c7bcaae9dbbc9254d572d00d2ca29d509cf45970e6dd28677c6e3ea34a276a", "component_budget": { "node_count": 433, "item_count": 433, @@ -9772,192 +9769,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues; the soft-similarity links are thematic at best and do not describe the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue reports; only issue:43644 and issue:44534 are a true duplicate pair about the same v5 non-persistent-buffer corruption regression. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44534 is the clearest representative of the duplicate buffer-junk regression; it states the bug broadly and matches issue:43644's earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the clearest standalone regression report and the most reasonable anchor if one had to pick a representative issue, but it is still not a true duplicate target for the nearby soft-similarity items.", + "best_issue_reason": "issue:44534 is the best global issue representative because it captures the concrete regression succinctly and is the cleanest duplicate target for issue:43644.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both mention `post_init`/initialization, but one is a model-specific config restriction and the other is a v5 buffer-init regression; different bugs." + "reason": "Different bugs: patchtsmixer post_init policy vs non-persistent-buffer initialization corruption." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Cache-related, but one is missing generation cache in chunked prefill and the other resets recurrent state when seq_len>1." + "reason": "Different code paths: missing GenerationMixin cache vs recurrent-state reset with cache." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different failure modes: CLIP hidden states are missing vs MoE load-balancing loss not being added." + "reason": "Hidden-states output regression is unrelated to router load-balancing loss omission." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Both touch Qwen multimodal generation, but one is a failing test case and the other is a flash-attention-specific generation bug." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated code paths and symptoms." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "A buffer initialization regression is not the same bug as rotary_pct reverting on config reload." + "reason": "Different failures: buffer junk regression vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression and KV-cache continuation crash affect different stages of the pipeline." + "reason": "Both are video/KV-cache adjacent but the concrete failures and code paths differ." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading and model loading are different subsystems with different root causes." + "reason": "Local dataset loading failure is unrelated to Phi-4-multimodal model loading." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failing janus test is not the same as stale auto_mappings references to removed configs." + "reason": "Test failure for Janus vs stale auto_mappings references to removed configs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error vs `s_aux=None` crash in flash attention; unrelated bugs." + "reason": "Python 3.13 import parsing issue vs flash_attention crash on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still referencing `pipeline()` is unrelated to a model inference mismatch." + "reason": "Docs mentioning pipeline() are unrelated to a SigLIP2 inference correctness bug." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping and a category-cardinality overflow are different problems." + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the 2^24 category limit error." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as processor/model image-size mismatch." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as the 640px-vs-224px processor mismatch." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare `except:` swallowing errors is unrelated to `get_seq_length()` returning the wrong type." + "reason": "Bare except swallowing errors is unrelated to StaticCache.get_seq_length returning a tensor." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on model load is different from an incorrect tied-weights warning." + "reason": "Weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize reinitialization and trailing-slash import warnings are unrelated." + "reason": "Embedding reinit after resize and trailing-slash local path import warnings are different issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is not the same as a Python 3.13 parsing/import error." + "reason": "Sparse-layer creation bug is unrelated to the DebertaV2 import IndentationError." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are config/runtime regressions, but one is junk-filled non-persistent buffers and the other is rotary_pct reloading incorrectly." + "reason": "Buffer junk regression and GPTNeoX rotary_pct reload behavior are different bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collisions for `trust_remote_code` are unrelated to a missing utility export." + "reason": "Local-model cache collision is unrelated to the missing import_utils symbol." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "These are both config-related, but they describe different model/config loading problems." + "reason": "Different config-related failures: patchtsmixer post_init policy vs granite_speech strict loading." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure has nothing to do with loading a local dataset." + "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset loading error." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support incompatibility is separate from the DebertaV2 import parsing error." + "reason": "Python version support issue is unrelated to a JIT parsing/IndentationError." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input processing error and KV-cache indexing crash are different code paths." + "reason": "Qwen3OmniMoe video-input ValueError is not the same as the KV-cache continuation crash." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but not the same bug." + "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge/model-collapse with extended vocab is unrelated to saving incorrect visual encoder keys." + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys on save." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer file selection and `list_repo_files` revision forwarding are different repository-access bugs." + "reason": "Tokenizer.json selection bug is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU `torch.arange` in XLNet and a broad exception handler in Fuyu are unrelated." + "reason": "CPU device placement in XLNet is unrelated to the bare-except error swallowing bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config and local dataset loading have no shared underlying defect." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to local dataset loading." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI device override flakiness is unrelated to removed Sam3LiteText mappings." + "reason": "Stale CI test around device overrides is unrelated to auto_mappings referencing removed configs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Head_dim validation and JSON-loaded list handling in rope validation are distinct issues." + "reason": "LlamaConfig head_dim validation and rope-key list handling are separate configuration issues." } ] }, @@ -10288,8 +10285,8 @@ "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-10000-433", "nodes": [ @@ -10371,7 +10368,7 @@ "issue:44016|issue:44062", "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "857e00b4643c24e6015d6ee8f4bcc74534ef414f84fb4c42bf7a4495396070a3", + "prepared_review_unit_hash": "3bb1ca519485302860c8475a412a338f913ff47ed262e84926294e3691614a13", "component_budget": { "node_count": 433, "item_count": 433, @@ -10393,180 +10390,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs are mostly loose topical overlaps, not the same concrete bug/change. I don\u2019t see any PRs here, and there\u2019s no clear duplicate canonical issue across the set.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated bugs across configs, tokenizers, imports, pipelines, and docs, with only broad thematic overlap.", + "summary": "These are mostly loose similarity matches across unrelated bugs (imports, tokenizer behavior, model configs, docs, training utilities). None of the soft pairs looks like the same concrete underlying bug/change, so all are rejected. No PRs are present; I chose a broad, user-facing regression issue as the best issue representative.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43295 is a clear, high-signal regression report with concrete reproduction impact and a broad API breakage surface.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue: it is concrete, user-visible, and describes a broad silent regression in AutoTokenizer behavior for Granite models.", + "best_issue_reason": "issue:43295 is the most representative cluster member because it is a direct regression affecting existing code paths and has a clearly stated failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different bugs: sparse-layer/config construction vs auxiliary-loss omission in another model." + "reason": "Different model families and failure modes: sparse-layer config construction vs missing auxiliary losses when denoising is off." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but these are different failure modes and different code paths." + "reason": "Both mention flash attention, but the bugs are different: one is a Ministral-3 FlashAttention failure, the other is an AttributeError on s_aux=None in sink-less models." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Broad packaging/dependency complaint vs a generic transformers dependency issue; not the same bug." + "reason": "Unrelated dependency/package issues; one is missing TensorFlow in an extra install, the other is a generic transformers dependency complaint." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different subsystems: metric gathering vs auxiliary-loss normalization." + "reason": "Different code paths: metric gathering drops tuple labels vs incorrect auxiliary-loss normalization." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling is unrelated to the tie_word_embeddings warning." + "reason": "Optimizer argument handling is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax/doc error vs audio feature extraction bug." + "reason": "A notebook syntax error and a feature-extraction function bug are not the same underlying issue." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint corruption." + "reason": "Both involve Qwen models, but one breaks model loading and the other corrupts save_pretrained output; different code paths." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Gradient checkpointing in eval mode is unrelated to auxiliary-loss usage in D-FINE." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch vs a model-type/config import failure." + "reason": "Documentation mismatch for a pipeline is not the same as an unrecognized-model config loading error." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder/empty issue title vs an FP8 inference bug on B200." + "reason": "No shared underlying bug; one is a non-informative issue title, the other is an FP8 inference failure on B200." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different config/model-loading bugs with different root causes." + "reason": "Different failures: unknown model type in config vs AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Tokenizer resizing bug vs Whisper empty-transcription failure; unrelated code paths." + "reason": "Token embedding resize behavior in T5Gemma is unrelated to Whisper generation failing after align_special_tokens." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Different missing-import problems affecting different subsystems." + "reason": "Both are import-related, but they are different missing symbols from different modules and likely different fixes." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize_token_embeddings are different bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different initialization/access errors." + "reason": "Different configs and symptoms: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Loss-routing/aux-loss bug vs missing default token-type IDs for fine-tuning." + "reason": "Auxiliary load-balancing loss omission and missing mm_token_type_ids default are distinct model/training behaviors." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different model families and symptoms: zero probabilities vs CUDA OOM." + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Precision-loading bug vs a Qwen save_pretrained regression; not the same issue." + "reason": "Dtype propagation in Blip2 loading is unrelated to incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading failure and the other is incorrect saved visual keys." + "reason": "Both involve Qwen3.5/3VL, but one is a load-time failure and the other is a save_pretrained serialization bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug vs a broad remote_code compatibility regression." + "reason": "A pipeline processor lookup bug is not the same as remote_code breakage across recent versions." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Importing a specific Qwen VL class is unrelated to an image_utils import error." + "reason": "Different import errors from different namespaces and causes." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch; different code paths." + "reason": "Video-classification processor lookup and Gemma4 device placement are unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions in different model families." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency complaint vs an unreleased PEFT version pin; not the same bug." + "reason": "A generic dependency issue is not the same as a version floor bump to an unreleased PEFT release." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing symbol is not the same concrete issue as a broad wave of import errors." + "reason": "A missing HybridCache symbol and a broad collection of import errors are not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation example errors vs pipeline docs mentioning a stale argument." + "reason": "Both are documentation-related, but one is a broken example and the other is stale pipeline docs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax issue vs AddedToken constructor argument conflict." + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regression paths: processor/tokenizer API breakage vs DeepSeek tokenization correctness." + "reason": "Both are regression-style tokenizer complaints, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45812", + "accept": false, + "reason": "Different affected models and symptoms: processor/tokenizer API breakage vs wrong token IDs for Granite models." + }, + { + "left": "issue:43388", + "right": "issue:45216", + "accept": false, + "reason": "Metric gathering/label truncation is unrelated to incorrect checkpoint saving." } ] }, @@ -11209,8 +11218,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -11514,8 +11523,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -12480,8 +12489,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -13422,8 +13431,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -13706,8 +13715,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -14053,8 +14062,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -15064,8 +15073,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -15807,8 +15816,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-433", "nodes": [ @@ -16197,8 +16206,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16646,8 +16655,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17514,8 +17523,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17860,12 +17869,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "86d3277fb94348c131648187489d435e1f74beb57fa479b7eb914f14bcaa1d7d", + "prepared_review_unit_hash": "747f11d8a8b7ec2d2248e924215c064275d7217dff7f57b12f9b979cf0a07791", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34775, + "serialized_chars": 34776, "estimated_input_tokens": 8694, "estimated_eval_tokens": 17644 }, @@ -17873,7 +17882,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34775, + "serialized_chars": 34776, "estimated_input_tokens": 8694, "estimated_eval_tokens": 17644 }, @@ -17882,162 +17891,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated open PRs (new models, doc/tests, refactors, and kernel/loss work). The only strong duplicate pair is the two `fixed_cross_entropy` PRs, which implement the same concrete API change in the same function.", - "confidence": 0.96, + "summary": "These PRs are largely unrelated; the only true duplicate pair is the two `fixed_cross_entropy` fixes for issue #43240. All other soft-similarity pairs touch different models, docs, tests, or subsystems and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate loss fix: it has the explicit issue link, touches the core function directly, and cleanly adds the missing `cross_entropy` kwargs in one place.", + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240, has the clearest bug-fix framing, and fixes the shared `loss_utils.py` code path; #43254 is essentially the same change with a shorter description.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best overall PR to represent the cluster's only true duplicate pair because it most directly addresses the shared `fixed_cross_entropy` change and is the more traceable version of the fix.", + "best_pr_reason": "PR #43251 is the strongest overall PR in the cluster for duplicate-triage purposes: it is a concrete, narrowly scoped code fix with an explicit issue target, unlike the rest of the cluster which is a collection of unrelated PRs.", "soft_edge_verdicts": [ - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying bug and same code path: both update `fixed_cross_entropy` to forward supported `nn.functional.cross_entropy` kwargs. They could plausibly be merged into one PR." - }, { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test coverage. Different subsystems and different changes." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs an Executorch dynamic-shape test. Different features and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to Executorch export tests; same broad repo area only." + "reason": "Unrelated: Mistral tokenizer helper methods vs Executorch export tests. No shared underlying bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API fixes for Mistral are unrelated to adding MobileLLM model support." + "reason": "Unrelated: tokenizer API additions for Mistral vs adding a new MobileLLM model implementation." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes for multiple models are not the same change as adding MobileLLM." + "reason": "Unrelated: processor auto-loading robustness vs a new model implementation. Shared broad framework code is not enough to merge." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs fix and MobileLLM model addition are entirely different changes." + "reason": "Different changes: a loss-function kwargs fix vs adding MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch code quality/testing areas, but one fixes cross-entropy kwargs and the other is a Mistral4 test/model refactor; not the same bug." + "reason": "Different code paths: cross-entropy kwargs handling vs Mistral4 test/runtime fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape tests are unrelated to Mistral4 test fixes." + "reason": "Different subsystems: Executorch dynamic-shape export tests vs Mistral4 fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test addition is unrelated to MobileLLM model introduction." + "reason": "Different changes: Executorch export test coverage vs new MobileLLM model support." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and config-resolution ordering fix are different concerns with no shared concrete code-path bug." + "reason": "Different changes: adding a new model vs fixing config resolution order in core modeling utilities." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + "reason": "Different changes: new MobileLLM model code vs Falcon output-interface refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-capture refactor is unrelated to the model-creation skill PR." + "reason": "Different changes: Falcon modeling refactor vs a model-creation skill and unrelated scaffolding." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output collection refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Different model families and fixes; no same concrete bug or mergeable single change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the CLIP-like `layrnorm` renaming cleanup." + "reason": "Different changes: Mistral4 test/fix work vs a CLIP-like weight-renaming typo fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." + "reason": "Different changes: Mistral4 fixes vs adding a TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution ordering changes are distinct issues." + "reason": "Different code paths: model-specific test fixes vs core config-resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model creation skill are not the same change, despite both being infrastructure-heavy." + "reason": "Different changes: Mistral4 fixes vs a draft model-creation skill/scaffolding PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model creation skill are not duplicates; one implements a model, the other adds an internal skill." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon refactoring and the model creation skill are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Mistral4 test fixes and the model creation skill are unrelated." + "reason": "Different changes: MobileLLM model addition vs model-creation skill infrastructure." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are different code paths." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." - }, - { - "left": "pull_request:45170", - "right": "pull_request:44827", - "accept": false, - "reason": "The `layrnorm` spelling fix in CLIP-like conversions is unrelated to Mistral4 tests." - }, - { - "left": "pull_request:46048", - "right": "pull_request:44827", - "accept": false, - "reason": "TDT loss kernel integration is unrelated to Mistral4 tests." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug fix in `loss_utils.py`: both add passthrough support for `cross_entropy` kwargs on the `fixed_cross_entropy` helper for issue #43240. They could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly supported duplicate pair is PR #43251 and #43254, which share the same file, same issue target, and the same `fixed_cross_entropy` fix. The remaining pair rejections are conservative and consistent with the titles/diffs, and nothing in the writeup overstates the evidence." + "feedback": "The analyst output is well grounded in the packet. The only accepted duplicate pair, PR #43251 and PR #43254, is clearly mergeable into a single bug-fix PR: both modify `src/transformers/loss/loss_utils.py` to pass through `cross_entropy` kwargs for the same issue target (#43240). The other pairwise rejections are conservative and consistent with the diff previews, which show different models, subsystems, or scaffolding rather than a shared concrete bugfix. The summary does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -18064,7 +18037,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "e463bc8a3850a8e10cc00c1ba59de76a301b26b6854d6b7bf102c803cdf0fa10", + "prepared_review_unit_hash": "b431cd65b28f1c3230bf93126bc9b7911b8592a818fd7d0b806c50c854eabdc7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18086,18 +18059,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both add VibeVoice-related code, but they target different scopes: a base VibeVoice implementation vs. a VibeVoice Realtime extension. They overlap heavily in filenames, yet the titles and changed paths indicate distinct feature work rather than the same fix/change.", - "confidence": 0.82, + "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 implements the base VibeVoice model, while #42781 adds a realtime variant plus an acoustic tokenizer and generation changes. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue cluster here; if one PR must represent the cluster, PR 42781 is the better anchor because it is the newer, more expansive VibeVoice Realtime work and includes additional runtime/model components beyond the base docs/model registration.", + "canonical_pr_reason": "#40546 is the broader, earlier base VibeVoice implementation and is the more canonical representative of the core model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the stronger standalone PR: it appears more complete and current, covering the VibeVoice Realtime implementation plus related generation/feature-extraction/model updates, whereas PR 40546 is the earlier base implementation.", + "best_pr_reason": "#40546 is the best single PR for the underlying VibeVoice addition because it focuses on the main model implementation without the extra realtime/tokenizer scope.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: although they share many VibeVoice files, they are different feature slices (base VibeVoice vs. VibeVoice Realtime) and likely not the same concrete code-path problem. The overlap is broad subsystem/setup overlap, not a clear duplicate change that could be merged into one PR." + "reason": "Different concrete changes: base VibeVoice integration vs a realtime extension with additional tokenizer/generation code. They share filenames because the second builds on the first, but they are not mergeable as one duplicate PR." } ] }, @@ -18127,12 +18100,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "dbc21c601d537f2aba88bfb5913e4922c57df23e6c030de0c247162da5d30cd3", + "prepared_review_unit_hash": "c483fd01e4a132e4aef468e53b4911673ae937cd019768b62a0712cc76c65e8f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18140,7 +18113,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18149,18 +18122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change.", + "summary": "These two PRs are unrelated feature additions: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different models and different code paths, so there is no duplicate relationship to normalize around.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 40755 is the more substantial standalone change, but it is not a duplicate representative because the two PRs are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different feature work: TimesFM covariate forecasting vs DINOv3 image classification. Not the same underlying change." + "reason": "Different models, different functionality, and different affected files; they do not appear to fix or add the same underlying code-path change." } ] }, @@ -18255,7 +18228,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "fbcba087e7063831b817a09dbbe1587b17c193441590b0d87557feb6e5e74fed", + "prepared_review_unit_hash": "0e01b8f84b0f791b9f495a575ace0344cd270a783499979faa346b9775b90150", "component_budget": { "node_count": 3, "item_count": 3, @@ -18277,24 +18250,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap on Transformers boilerplate and docs scaffolding, but they do not fix the same underlying bug or implement the same model.", - "confidence": 0.99, + "summary": "Three separate model-addition PRs with shared Transformers boilerplate, but each introduces a different model family (DeepSeek OCR, Isaac, Kimi2-6). They are superficially similar in structure yet not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes target different models and only share generic integration patterns.", + "canonical_pr_reason": "PR #45186 (Isaac) is the most central of the three by cluster position: it shares boilerplate with both others and is a straightforward standalone model integration PR, making it a reasonable representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "No PR is a strong representative duplicate candidate; #45630 is the most expansive, but it still implements a different model than the others.", + "best_pr_reason": "PR #45630 (Kimi2-6) is the strongest standalone candidate overall: it has the broadest model integration footprint and the highest review activity, suggesting the most complete and active implementation among the three.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model targets (DeepSeek OCR vs Isaac); shared files are generic model-registration/docs scaffolding, not the same change." + "reason": "Both are model-addition PRs and share auto-mapping/docs scaffolding, but they implement different models (DeepSeek OCR vs Isaac) with distinct code paths and files; not mergeable as one fix/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model targets (Isaac vs Kimi2-6); overlap is limited to common Transformers integration files and does not indicate the same bug or feature." + "reason": "These add different models (Isaac vs Kimi2-6). The overlap is only generic Transformers boilerplate and registration files, not the same concrete bug or model implementation." } ] }, @@ -18324,7 +18297,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4583483f9fc58ec71d9c8adcb454332473fa3e2a89db6bc5dfaec044ce78e58b", + "prepared_review_unit_hash": "8888027775f67853322e3ea3837b42badfcafd98d7ea802919d6aebcf7b95c52", "component_budget": { "node_count": 2, "item_count": 2, @@ -18346,18 +18319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both modernize GitHub Actions workflows, but they target different action families and different upgrade goals: one is a broad Node 24 compatibility sweep, the other is a separate docker/build-push-action version bump. They are related maintenance changes, not the same change.", - "confidence": 0.91, + "summary": "These are related GitHub Actions maintenance PRs, but they are not the same change. One targets Node 24 compatibility across many workflows, while the other is a separate bump of workflow action versions (notably docker/build-push-action) and broader latest-version updates. The soft duplicate edge should be rejected.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct workflow-maintenance PRs with different action upgrades and different affected code paths.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader, more central workflow upgrade focused on Node 24 compatibility across many GitHub Actions workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the broader and more clearly stated workflow-compatibility scope (Node 24 compatibility) across many GitHub Actions updates.", + "best_pr_reason": "PR 42975 is the best representative of the cluster: it covers the main cross-workflow GitHub Actions compatibility upgrade, whereas 42976 is a separate dependency bump with different action targets.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions maintenance PRs, but they update different actions and do not appear to fix the same underlying bug or change; they would not plausibly be merged as one duplicate PR." + "reason": "Both touch workflow dependencies, but they address different changesets: Node 24 compatibility vs. action version bumps (including docker/build-push-action). Shared filenames alone are not enough to treat them as the same underlying fix." } ] }, @@ -18396,7 +18369,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "336923ac6fd374150b2f7a68232dcf3809c2738d86dd15399ef02dfcd573ffa3", + "prepared_review_unit_hash": "cd00e5b96d6c5d4dda0f1b262b4c5098d25e43f151b5471813f8a75169fc375f", "component_budget": { "node_count": 5, "item_count": 5, @@ -18418,54 +18391,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they cover separate model additions (ViT NEPA, Molmo, Molmo2, CTSM) plus an unrelated test-only XPU expectations change.", - "confidence": 0.98, + "summary": "These PRs are superficially similar because they all touch Transformers boilerplate, but they are different model additions or a test-only tweak. No duplicate cluster emerges.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are unrelated changes across different models and one test-only tweak, so there is no single underlying fix/change to deduplicate around.", + "canonical_pr_reason": "No canonical PR: the artifacts span distinct changes (ViT NEPA, Molmo, Molmo2, CTSM, and a test-only XPU annotation), with shared files reflecting integration boilerplate rather than one underlying fix.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster; the PRs do not represent the same code-path problem or mergeable change.", + "best_pr_reason": "43451 is the most substantial standalone representative PR (Molmo2) with the broadest concrete model integration, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model introductions: ViT NEPA vs Molmo. Shared docs/auto-registry files are incidental to adding separate architectures." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are expected boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model introductions: ViT NEPA vs Molmo2. They target distinct models and code paths." + "reason": "ViT NEPA vs Molmo2 are unrelated model introductions with different codepaths and files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model introductions: ViT NEPA vs CTSM. Overlap is only in shared model registry/docs plumbing." + "reason": "Different model families and implementation targets; only generic Transformers registration/docs overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but are separate model implementations with different files and behavior." + "reason": "Molmo and Molmo2 are separate model implementations, not one concrete bug fix or identical feature change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared framework registration files are not enough to treat them as one change." + "reason": "Molmo and CTSM are unrelated additions; overlap is limited to common registration/documentation files." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different implementation and testing scope." + "reason": "Molmo2 and CTSM are different model integrations with no shared underlying bug or patch." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition versus a small test-only XPU expectations update for existing models; not the same underlying change." + "reason": "CTSM model addition vs a test-only XPU expectation annotation; these are clearly different changes." } ] }, @@ -18498,7 +18471,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "9b04fecd520ef7289fd0adc3272e866962f37034f652daa1ecb68136d05e507b", + "prepared_review_unit_hash": "15a636e8993525111d017f96434b2dfd34cb76f72e502b60a6d07dc8d80a560c", "component_budget": { "node_count": 3, "item_count": 3, @@ -18520,30 +18493,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not duplicates of the same change. PR 44815 is a substantive dequant/fp8 loading fix, PR 43291 is a Whisper tokenizer/test cleanup, and PR 43665 is just test-file churn. The only similarity is broad \"fix\" wording and test-related scope.", - "confidence": 0.94, + "summary": "All three pull requests appear unrelated as underlying changes. PR 44815 is the only substantive code fix; PR 43291 is a Whisper tokenizer/test fix; PR 43665 is test-file noise in CLIP/ViT and does not match the others. None of the soft edges should be merged.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical representative because it contains the clearest real code-path fix and the broadest, most substantive change set.", + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains a real multi-file implementation fix around dequantization/loading behavior, unlike the other two which are narrow test/tokenizer changes or test-only noise.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best single representative: it fixes an actual implementation bug, while the others are narrower or mostly test noise.", + "best_pr_reason": "PR 44815 is the best representative of the cluster due to its concrete code-path fix and broader functional impact.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they are about different models and different kinds of changes; no shared bug or mergeable fix." + "reason": "Whisper tokenizer decode logic vs. CLIP/ViT test modifications are different changes with no shared code path or bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test changes are unrelated to fp8 dequant/loading fixes; different code paths and problems." + "reason": "Whisper decoding/timestamp behavior is unrelated to FP8 dequantization and core model loading changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-only CLIP/ViT edits, the other is a core fp8/dequant implementation fix; not the same underlying change." + "reason": "Test-only edits in CLIP/ViT do not match the dequantization/loading fix in 44815 and are not the same underlying change." } ] }, @@ -18580,73 +18553,73 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "095270507bdc4f8f3dfb7a1c6fd2e444b0f3711582c8baf8dd403ecb3e356bc8", + "prepared_review_unit_hash": "309a3a956dda8cefff6e0f45e3e493ac5a1fddc4516b2c06fcc4cdf511f13fa2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One true duplicate PR pair is present: 46100 and 46114 have the same ViT test-only diff. The other soft-similarity pairs are not the same underlying change and should stay separate.", + "summary": "Only one true duplicate pair is present: PR #46100 and PR #46114, which have the same ViT test-file diff. The other soft links are false positives from shared test/workflow overlap or broader unrelated changes.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the best representative of the duplicate test-migration pair because it has the same patch as 46100 and a slightly more explicit title about the migration/OTEL test purpose.", + "canonical_pr_reason": "PR #46100 is the clearest canonical representative of the duplicated ViT test change; PR #46114 carries the same diff but has a fork/test-specific title.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the strongest canonical PR overall: its diff is identical to 46100, but its title better describes the intent of the test-migration fork. The remaining PRs are unrelated bot/demo or CI/config changes.", + "best_pr_reason": "PR #46100 is the best overall PR candidate because it is the cleanest standalone instance of the identical ViT test-migration diff.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both touch the same ViT test file, but 43488 is a repo-bot/version/dependency check PR while 46114 is a test-migration fork; different goals and changes." + "reason": "Both touch the ViT test file, but the actual changes are unrelated: setup/version and dependency tweaks versus a test-migration diff." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They both involve test/CI surfaces, but 43488 is a setup/version-check PR and 43532 is a workflow/config instrumentation PR; not the same fix." + "reason": "Shared Vit test file overlap is incidental; one is a repo-bot/setup check PR and the other is workflow/CI plumbing." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Shared Vit test file alone is not enough; 43532 is a broad CI/workflow and telemetry change, while 46114 only injects failing test placeholders for migration testing." + "reason": "They both edit the same test file, but the surrounding changes are different and do not reflect the same underlying bug or fix." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "These are entirely different changes: 45932 modifies model code and CI secrets for Grafana/OTEL, while 46100 only edits ViT tests for migration testing." + "reason": "The packet does not support treating these as the same ViT test-file change; the overlap is too indirect and the filenames/diff context do not match." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These appear to be the same underlying test-migration change: identical diff in tests/models/vit/test_modeling_vit.py with the same injected failing assertions." + "reason": "These are the same concrete diff in tests/models/vit/test_modeling_vit.py, adding the same failing assertions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "" + "accept": false, + "feedback": "Reject: the write-up overstates the evidence for the 45932\u219446100 pair. In the packet, 45932\u2019s listed filenames do not include the same ViT test file as 46100, so describing them as the \"same inserted failing ViT tests in the same file\" is not grounded. The summary also undercounts the relationship among the three ViT test PRs, since 46100 is linked to both 45932 and 46114 in the soft pairs. The other rejections look conservative, but the accepted duplicate claim is too strong for the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18670,12 +18643,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cf3e53ad69af10a694cef756e513ea670ab4cf41595c12bd8439adacb4860168", + "prepared_review_unit_hash": "822e2ab8d01d1b75363667e00cd24a3cdf413ae756f388265c997464a9b48f90", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18683,7 +18656,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18692,18 +18665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs, but they are not the same underlying change and should not be deduplicated.", + "summary": "These are two separate feature PRs for different segmentation pipelines. They share documentation/registration scaffolding, but they implement different tasks, different pipeline modules, and different model/test coverage, so they should not be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement different pipelines/features, not the same fix or change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because they target different concrete functionality despite overlapping support files.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features (concept segmentation vs visual segmentation); overlapping docs/registration files are not enough to treat them as the same change." + "reason": "Both are new pipeline features, but for different concrete tasks: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/auto-registration files are expected infrastructure overlap, not evidence of the same underlying code-path change, and the model/test files differ substantially." } ] }, @@ -18733,7 +18706,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "7ed7259fd35ed77fa0e8251d09281254869522f7f31d3e3edd9ea3c9a7cc0117", + "prepared_review_unit_hash": "172b0a67b9a9e8fa3c22fb05fd495d75dd3ec1c89dae6d482dc3508c84fc8fc6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18755,18 +18728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extensibility PRs touching the same file but different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates.", - "confidence": 0.95, + "summary": "These two open PRs both touch `trainer.py`, but they address different Trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They do not look like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two pull requests address unrelated Trainer behaviors and neither subsumes the other.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete behavior change, introducing a loss-scaling control point in training_step; the other PR is a separate signature-column filtering override refactor.", + "best_pr_reason": "PR #43651 is the stronger representative of the cluster because it makes a concrete training-behavior change in `training_step` and adds a new control hook for loss scaling.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying problems and code paths: gradient-accumulation loss scaling vs. column filtering based on model signature. Sharing trainer.py is not enough to treat them as the same change." + "reason": "Both modify `trainer.py`, but one is about gradient-accumulation loss normalization and the other is about signature-column inspection for filtering. Different code paths, different behavior, not the same fix." } ] }, @@ -18796,7 +18769,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "2b4ba8bab94cf6325d213eea4aa50e71e4c365141ce449c0ca4281859997feba", + "prepared_review_unit_hash": "ef41ead1d054a3d6e71ba9404933d199f45f984eccfe6e3880a6a486dafcec10", "component_budget": { "node_count": 2, "item_count": 2, @@ -18818,28 +18791,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same import-time NameError class in `src/transformers/cli/serve.py` around type annotations and `TypeAdapter` handling in the CLI serve path. PR #43842 is the narrower, more direct fix for the pydantic-not-installed case; PR #43656 is a broader annotation cleanup that appears to address the same runtime-import problem.", - "confidence": 0.81, + "summary": "Two open PRs touch the same CLI file and both relate to TypeAdapter typing/import issues, but they fix different failure modes and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the clearest canonical PR because it directly fixes the reported `TypeAdapter` NameError in the CLI by making the import annotation-safe when pydantic is absent, matching the issue target more precisely.", + "canonical_pr_reason": "No canonical PR: the two PRs target different concrete bugs in the same module rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster since it is the most specific fix for the concrete `TypeAdapter` NameError path, whereas PR #43656 is broader and more generalized.", + "best_pr_reason": "PR #43842 is the more narrowly scoped, explicit fix for the pydantic-optional TypeAdapter NameError and has the clearest issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs address the same underlying CLI serve import-time NameError from type annotations/`TypeAdapter` in the same file and could plausibly be merged into one fix." + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py and involve TypeAdapter typing, but #43656 fixes annotation forward-reference/NameError behavior via __future__ annotations, while #43842 fixes missing pydantic TypeAdapter import when pydantic is absent. Different root causes and not mergeable as one PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs are in `src/transformers/cli/serve.py`, both are explicitly about the CLI `TypeAdapter` NameError, and PR #43842 is indeed the narrower fix for the pydantic-not-installed path. The soft-edge mergeability verdict is conservative enough because the two patches look compatible and could plausibly be combined into one bugfix." - }, - "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 }, @@ -18961,8 +18931,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44018|pull_request:44066", "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", @@ -19024,388 +18994,334 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "173a41dbd8cb59bf76d714d8a8b50e186b113071efe57a67e7eac977c8985395", + "prepared_review_unit_hash": "f6bf089ff23b37144bb6a63340cba77bfea824f30affc2950e72b967781bb39a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75089, + "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 broad wave of model-specific output-tracing refactors under the same umbrella issue (#43979), not one single bug fix. Most pairs are different architectures and should stay separate; the only strong duplicates are the GPT-J variants and the GPT-Neo variants.", - "confidence": 0.89, + "summary": "This cluster is mostly a series of model-specific refactors from legacy output handling to `capture_outputs`/`can_return_tuple`. They are thematically related, but most touch different model code paths and should not be treated as duplicates; only same-model variants look mergeable.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the clearest representative of the duplicate set: it explicitly targets #43979, covers the concrete GPT-J/CodeGen output-tracing refactor, and matches the same code path as the later GPT-J follow-ups.", + "canonical_pr_reason": "PR 44066 is the best representative: it explicitly targets #43979 and shows a concrete, substantive output-tracing migration on the GPT-J/CodeGen path.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best global representative because it is the most concrete and complete instance of the shared GPT-J/CodeGen output-tracing change, with an explicit issue link and the broadest relevant coverage.", + "best_pr_reason": "PR 44066 is the strongest canonical PR for the cluster because it is explicit about the tracking issue and reflects the core standardized output-tracing refactor most clearly.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella refactor is not the same concrete change." + "reason": "Different model families and code paths; same refactor theme is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa V2 are unrelated code paths." + "reason": "FNet/CVT vs DeBERTa are separate implementations; these are parallel refactors, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same concrete code path; 44085 looks like a subset/variant of the 44066 change." + "reason": "Both are GPT-J output-tracing refactors on the same underlying model path and could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are different model implementations; same refactor theme is too broad." + "reason": "Different CNN families and files; they share a pattern but not the same bug or change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; different models and different code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same tracking theme only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; same tracking issue does not make them duplicates." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated concrete implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa are different subsystems with separate output-tracing rewrites." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different model stacks." + "reason": "GPT-J/CodeGen versus MGP-STR; same umbrella refactor, but not the same code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different concrete code paths." + "reason": "GPT-J/CodeGen and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model file; 44068 looks like a later iteration of the same change." + "reason": "Both target GPT-Neo output tracing on the same model file and appear to be overlapping revisions of the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different models; only the refactor style matches." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; same issue label is not enough." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR and GPT-J/CodeGen are separate model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different concrete changes." + "reason": "ResNet and GPT-J are unrelated model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models and not mergeable as one PR." + "reason": "GPT-Neo and ResNet do not share the same underlying code change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are different implementations." + "reason": "ResNet and MPT are separate implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different model families." + "reason": "GPT-Neo and Flaubert are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo and Flaubert are unrelated refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella refactor only." + "reason": "These are both GPT-family refactors, but they target different models and files." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are different models." + "reason": "MPT and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model code paths." + "reason": "GPT-Neo and GPT-J are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT vs GPT-J are unrelated implementations." + "reason": "GPT-Neo and MGP-STR are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; same pattern, different concrete change." + "reason": "GPT-2 and MGP-STR are separate model-specific changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models and code paths." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model families." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen are different code paths." + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; same refactor theme only." + "reason": "GPT-Neo and MPT are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen are unrelated model implementations." + "reason": "SegFormer and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different models." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet vs Flaubert/XLM are different concrete changes." + "reason": "SegFormer and LongT5 are different models; same refactor family only." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 vs GPT-Neo; same output-tracing theme, different model code." + "reason": "SegFormer and VisualBert do not share the same underlying fix." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated model families." + "reason": "GPT-Neo and MPT are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet and LongT5 are different models and implementations." + "reason": "MPT and MGP-STR are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet vs GPT-Neo are different model code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "RegNet and VisualBert are different subsystems." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs LongT5; different concrete refactors." + "reason": "VisualBert and Flaubert/XLM are separate model code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model families." + "reason": "MPNet and LongT5 are unrelated concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet vs LongT5 are unrelated code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44722", - "accept": false, - "reason": "TextNet vs GPT-J/CodeGen are different models." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet vs SegFormer are different implementations." + "reason": "RegNet and GPT-Neo are different models." }, { "left": "pull_request:44056", - "right": "pull_request:44068", - "accept": false, - "reason": "MPNet vs GPT-Neo are unrelated concrete changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer and GPT-Neo are different model families." + "reason": "MPNet and SegFormer are unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBERT; different code paths." - }, - { - "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs MPT are different models." + "reason": "SqueezeBert and MPT are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated implementations." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa V2 are different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 vs MPT; same broad refactor theme only." + "reason": "SqueezeBert and DeBERTa are distinct implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "SegFormer and TextNet are different models." + "reason": "DeBERTa and TextNet are different model paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT vs Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44116", - "accept": false, - "reason": "ViLT vs Flaubert are different concrete changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration on overlapping files; these look like duplicate or overlapping revisions." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet vs Flaubert/XLM are unrelated model implementations." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model path." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 vs MPT are different code paths." + "reason": "GPT-J and SpeechT5 are unrelated changes despite similar refactor language." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SegFormer and TextNet are different models." + "reason": "FNet/CVT and RegNet/ResNet are separate model families with different concrete edits." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM are unrelated changes." + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and ViTS are different model families and not mergeable as one PR." + "reason": "DeBERTa and VITS touch different code paths and different output semantics." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats this as a broad issue-43979 refactor wave across different architectures, and it limits duplicate claims to the GPT-J and GPT-Neo lines. The false soft-edge rejections are conservative. The accepted GPT-J/GPT-Neo pairs are supported by shared model files and the same issue target, so the mergeability call is reasonable." + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes shared refactor theme from true overlap, and the accepted soft-edge pairs are limited to same-model/same-file GPT-J or GPT-Neo variants that plausibly belong in one merged bugfix PR. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -19443,70 +19359,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f7eecc8fd8c484eb7641d5de09ddd217d6488b4b149f85ec5983bfbf53a2dbde", + "prepared_review_unit_hash": "a9f3530067de162ccb201beed8f578720edf7a41e19a0dbaf96d185a798d6991", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, - "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 model-specific refactors to migrate output tracing to capture_outputs/can_return_tuple. They share a tooling pattern, but each PR targets a different architecture and code path, so they are not true duplicates.", - "confidence": 0.94, + "summary": "These PRs are thematically similar standardized-output/refactor changes, but they target different model implementations and code paths, so they are not duplicates and should not be merged together as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the clearest standalone representative: it has an explicit issue target and a concrete output-tracing refactor scope.", + "canonical_pr_reason": "No single canonical duplicate PR: each item is a separate model-specific output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best canonical representative because it is the most clearly scoped migration and explicitly ties to the tracking issue.", + "best_pr_reason": "44129 is the best representative because it is narrowly scoped, has an explicit linked issue, and clearly implements a SpeechT5-specific output-capture refactor.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Same refactor pattern, but FocalNet vs ImageGPT are different models and code paths; not the same concrete change." + "reason": "Different models and code paths (FocalNet vs ImageGPT); same refactor theme, but not the same bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but VisualBert and TextNet are distinct implementations; this is not one mergeable PR." + "reason": "VisualBert and TextNet have separate model implementations; these are parallel refactors, not one concrete shared fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different model internals and output hooks, so they are related only by approach, not by duplicate change." + "reason": "MPNet vs VisualBert: same output-tracing theme, but distinct model-specific behavior and files." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are separate model refactors with different code paths and outputs; not duplicates." + "reason": "MPNet and TextNet are unrelated code paths; similarity is only at the refactor pattern level." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated architectures; same modernization theme but different concrete fixes." + "reason": "RegNet and SqueezeBert are different architectures with different forward/output mechanics, so these are not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 each refactor their own tracing/return behavior, but they are separate model-specific changes." + "reason": "SqueezeBert and SpeechT5 touch different model families and different output-capture implementations; not the same underlying change." } ] }, @@ -19591,298 +19507,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "0f3a25055e77106a8d4347c11a17ca9d16fa81226858e1eb022537d17d4beb17", + "prepared_review_unit_hash": "5ad44f739a266a8e045228bdadbdea5cd9221f8312e1f75ea38753a94742b421", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43398, - "estimated_input_tokens": 10850, - "estimated_eval_tokens": 21956 + "serialized_chars": 43388, + "estimated_input_tokens": 10847, + "estimated_eval_tokens": 21950 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43398, - "estimated_input_tokens": 10850, - "estimated_eval_tokens": 21956 + "serialized_chars": 43388, + "estimated_input_tokens": 10847, + "estimated_eval_tokens": 21950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel, model-specific output-tracing refactors across unrelated architectures, not duplicate fixes. None of the soft edges looks like the same concrete bug/change.", - "confidence": 0.95, + "summary": "These PRs share a generic 'refactor output tracing' theme, but they target different models/files and usually different forward signatures or tracing mechanisms. I do not see any pair that is the same concrete change, so I rejected all soft edges.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact canonical duplicate here; these are separate model-specific refactors rather than one shared fix.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantial, two-file output-tracing refactor in the Mamba/FalconMamba path; however, the cluster is not a duplicate set, just a group of similar model-specific refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the clearest representative anchor because it shows the standard can_return_tuple/output-tracing refactor in a straightforward model + prompt-model pair.", + "best_pr_reason": "PR 44003 is the strongest single representative: it spans two related model implementations and shows the clearest concrete output-tracing change among otherwise separate per-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor theme only." + "reason": "Different models and code paths (timm_backbone vs upernet); same output-tracing pattern is too broad to be a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations." + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); similar refactor style, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet; no shared concrete bug or mergeable change." + "reason": "Different models (timm_backbone vs univnet) and distinct forward semantics; not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (timm backbone vs mamba/rwkv-related refactors), not one duplicate fix." + "reason": "Separate model implementations (timm_backbone vs mamba/falcon_mamba); this is a shared refactor theme, not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; only the output-tracing pattern matches." + "reason": "timm_backbone and rwkv are unrelated code paths; no evidence of the same underlying bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations." + "reason": "MobileNetV1 and UnivNet are unrelated models; both touch output handling, but not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet is the same general tracing theme, not the same change." + "reason": "Different model code paths (mobilenet_v1 vs upernet); same tracing refactor pattern is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate vision models; no same underlying bug or code path." + "reason": "MobileNetV1 vs DepthAnything are different models and different forward APIs; not a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are different models with different forward paths." + "reason": "MobileNetV1 and VisionEncoderDecoder have unrelated implementations; similarity is only at a high-level refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are unrelated changes." + "reason": "MobileNetV1 vs SpeechEncoderDecoder are different models and code paths; not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; similar tracing refactor only." + "reason": "vision_text_dual_encoder and univnet are unrelated model families; both are output-tracing refactors, but not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Vision-text dual encoder vs UperNet are not the same code path." + "reason": "Different models (vision_text_dual_encoder vs upernet) and different interfaces; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style dual encoder vs mamba/rwkv-related changes are unrelated." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model architecture and forward logic; not one duplicate fix." + "reason": "Different model implementations and different output-capturing logic; too broad to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model-specific refactors; no shared concrete bug." + "reason": "vision_text_dual_encoder and depth_anything are separate model paths; no indication of the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models." + "reason": "UnivNet and UperNet are unrelated models; same refactor style does not make them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs mamba/rwkv code paths are not mergeable as one fix." + "reason": "Different model families and different tracing/capture implementations; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same pattern only." + "reason": "UnivNet vs DepthAnything are unrelated code paths; only the general output-tracing theme matches." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations." + "reason": "UperNet and RWKV are unrelated model implementations; no same concrete bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs mamba/rwkv are different subsystems, not one bug." + "reason": "Different subsystems and model code paths; these are parallel refactors, not duplicate fixes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/RWKV refactors and CodeGen refactor are different concrete code paths." + "reason": "Mamba/FalconMamba output tracing and CodeGen output tracing are separate model-specific changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are unrelated; only the output-tracing motif matches." + "reason": "timm_backbone and codegen are unrelated models; same high-level refactor theme is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate models with separate fixes." + "reason": "UnivNet and CodeGen have different forward paths and output behavior; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different architectures and code paths." + "reason": "UperNet and CodeGen are unrelated models; this is only a shared 'output tracing' refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "vision_text_dual_encoder vs codegen are different code paths with no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything vs VisionEncoderDecoder are different model implementations." + "reason": "DepthAnything and VisionEncoderDecoder are distinct model families; similar output-tracing work but not the same PR." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are unrelated changes." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated implementations; no evidence they fix the same issue." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are separate model paths." + "reason": "DepthAnything vs SuperPoint are different tasks and code paths; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything vs RWKV is not the same underlying bug or change." + "reason": "DepthAnything and RWKV are unrelated models; same refactor language only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different model code paths." + "reason": "DepthAnything and DPR are different models and forward contracts; not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV are unrelated models." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths; no shared underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Two different encoder-decoder wrappers; similar refactor pattern, not same fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations; the overlap is only in output handling refactoring." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." + "reason": "VisionEncoderDecoder vs SuperPoint are unrelated models; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder vs DPR are separate code paths." + "reason": "VisionEncoderDecoder and DPR touch different model families and different forward/output behavior." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths; shared theme is too broad." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV do not share the same concrete bug." + "reason": "SpeechEncoderDecoder and RWKV are different architectures; no same concrete code-path problem." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct model changes." + "reason": "SpeechEncoderDecoder and DPR are separate model families with different output semantics." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model paths." + "reason": "SuperPoint and RWKV are unrelated models; these are not mergeable as one bug fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different implementations and fixes." + "reason": "SuperPoint and DPR do not share the same underlying change; only a generic tracing refactor." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are not the same underlying change." + "reason": "RWKV and DPR are different model paths and output contracts; not the same concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "SpeechEncoderDecoder output tracing vs docs toctree reorganization are unrelated." + "reason": "SpeechEncoderDecoder code refactor and a docs toctree change are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "VisionEncoderDecoder model code vs documentation toctree fix are unrelated." + "reason": "VisionEncoderDecoder model code and a documentation navigation update are unrelated." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet model refactor vs docs toctree change are unrelated." + "reason": "UnivNet model code and a docs toctree change are unrelated artifacts." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet model refactor vs documentation navigation change are unrelated." + "reason": "UperNet model code and a documentation toctree update are not the same change." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Timm backbone refactor vs docs toctree fix are unrelated." + "reason": "timm_backbone model code and a docs navigation change are unrelated." } ] }, @@ -19915,7 +19831,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "e04e4e1a9afb5ebf75396944abbe51ad2c05809767de8629720feb0db413b6dd", + "prepared_review_unit_hash": "f3df71bd3d3e7b1424d49f0cd06e94d2511af4c13706f6b655ba7f650bb36de6", "component_budget": { "node_count": 3, "item_count": 3, @@ -19937,30 +19853,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share framework-wide boilerplate, but not the same underlying code path or change request, so there are no duplicate/merge candidates here.", - "confidence": 0.95, + "summary": "These are three unrelated model-addition PRs. They only overlap in standard Transformers boilerplate (docs, auto-registry, model init files), not in the same concrete model or code-path change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR among the three; if one must be chosen as the cluster representative, PR #45075 is the most complete and mature model-addition change (implementation, conversion, auto-mapping, tests, docs, and an explicit config-related follow-up).", + "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model implementations with different files, configs, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest representative of the cluster because it has the broadest and most finished implementation surface, but it is still a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "No single PR is a duplicate target; if one must be named, 45075 is the most self-contained implementation PR, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and different feature goals: PenguinVL implementation vs Voxtral TTS support. Shared framework files are just standard new-model registration boilerplate." + "reason": "Different models and modalities (PenguinVL vs Voxtral TTS). Shared registry/docs boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add new models, but for unrelated architectures and code paths (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to generic HF integration files, not the same change." + "reason": "Both add model support, but for different models with different implementation files and conversion paths; not the same underlying bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different processing/modeling stacks. Similar touched files do not indicate the same underlying fix or feature." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model integrations with distinct code paths; overlap is only generic auto-registration/doc updates." } ] }, @@ -19990,7 +19906,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d6479b720d9e826c3e7d8396d7f07f0cb8088d67cadaeadc7fdc3877dbfa570f", + "prepared_review_unit_hash": "000475f2050e9d2677e6ab6ed6003586967976c70bb4ea739c73d0d608477a6b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20012,18 +19928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme, but they are not duplicates: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion through `KernelConfig` and integration changes. They could complement each other, not be merged as one change.", - "confidence": 0.88, + "summary": "These are related feature PRs, but not duplicates: one adds the generic module fusion API, the other adds a specific n-to-1 KernelConfig-based fusion integration on top of that idea.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete end-user feature implementation: it adds `KernelConfig`-driven fusion plumbing across integration/model loading paths plus an example and tests, rather than just a reusable API scaffold.", + "canonical_pr_reason": "If forced to pick one representative, PR #44979 is the better canonical because it introduces the broader foundational API; PR #45363 is a narrower integration of a specific fusion use case.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it contains a specific, pluggable fusion workflow with real code-path impact and explicit integration points; PR 44979 is more of a foundational API layer.", + "best_pr_reason": "PR #44979 is the best single representative of the cluster because it is the core API change rather than one concrete application of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad module-fusion theme, but 44979 defines a generic fusion API while 45363 implements a specific `KernelConfig`-based kernel fusion path. Different scope and change intent, so not the same underlying PR." + "reason": "Related feature work, but not the same concrete change: #44979 adds the generic module_fusion API, while #45363 implements n-to-1 fusion via KernelConfig and integration plumbing. They affect different code paths and could be merged independently." } ] }, @@ -20053,7 +19969,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1976eb6d2f8ea88a459acceaf7921a8f713945a23d7459084e73a1181817dc6e", + "prepared_review_unit_hash": "526dfbafaaad8b41abe36b4891e85e509d1e0c75bb801f7dfff6cc99b2aede44", "component_budget": { "node_count": 2, "item_count": 2, @@ -20075,18 +19991,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same code path, with effectively the same fix in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds tests and is the better canonical representative.", - "confidence": 0.97, + "summary": "These are two near-duplicate PRs fixing the same Mistral regex patch AttributeError in the same code path. The later PR is the better representative because it includes the same fix plus tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the better canonical PR because it contains the same core fix as 45086 but is more complete, with added test coverage and more discussion activity.", + "canonical_pr_reason": "PR #45317 is the most complete representative: it implements the same fix as #45086 and adds test coverage, making it the better canonical PR for this bug.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the strongest representative of this change set: same concrete bug fix, same target issue, same file, and it includes tests, making it the more polished and merge-ready PR.", + "best_pr_reason": "PR #45317 is the best overall PR because it addresses the same concrete AttributeError in _patch_mistral_regex and includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file and same fix (`tokenizer.backend_tokenizer.pre_tokenizer` -> `tokenizer.pre_tokenizer`); the second PR is a fuller version with tests, so they are mergeable as one change." + "reason": "Same underlying bug and same code-path fix in src/transformers/tokenization_utils_tokenizers.py; #45317 is effectively a superset with tests, so these can plausibly be merged into one change." } ] }, @@ -20116,7 +20032,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2ca502077b4e36fab2327215cac9b7b4ed85ab1d5775f3327b76a5b1c1986cd8", + "prepared_review_unit_hash": "b1d7142d17ce644d335faf857cd6905f7b726279701006b93fa0ebbcf627b088", "component_budget": { "node_count": 2, "item_count": 2, @@ -20138,18 +20054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on NemotronH internals, but they are not the same change: #45115 is a narrow refactor to make NemotronH inherit GraniteMoeHybrid-style structure, while #45569 is a larger feature PR that splits NemotronH into dense/sparse variants, updates docs/auto-mapping, and adds tests.", - "confidence": 0.87, + "summary": "Both PRs are about NemotronH, but they address different change sets: one is an inheritance/conversion refactor, the other is a broader split into NemotronHDense/NemotronHSparse with docs, auto-mapping, and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR for the cluster because it is the broader, more user-facing implementation of NemotronH support; #45115 is a narrower refactor that shares some files but addresses a different slice of the model implementation.", + "canonical_pr_reason": "pull_request:45569 is the better canonical PR because it represents the broader, more user-visible architectural change and includes the new model split, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 best represents the underlying change set: it introduces the concrete NemotronH dense/sparse model support, documentation, and registration changes rather than only refactoring inheritance and conversion mapping.", + "best_pr_reason": "pull_request:45569 is the best representative of the cluster since it covers the larger end-state NemotronH redesign and is more complete than the narrower refactor PR.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough to treat these as duplicates. #45115 is a structural refactor/conversion-mapping update toward GraniteMoeHybrid compatibility, while #45569 implements the actual NemotronH 2/3 split with dense/sparse model definitions, docs, auto classes, and tests. They could land independently and are not the same concrete fix." + "reason": "Shared NemotronH files are not enough here: 45115 is a converter/inheritance refactor, while 45569 adds separate dense/sparse model implementations and docs/tests. They do not look like the same concrete fix and would not plausibly merge into one PR." } ] }, @@ -20179,12 +20095,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "81c9bf34e509c50caaff6b5f32fd693b6c48532830ff450ff225a32372813aa5", + "prepared_review_unit_hash": "5f7e2ee6ac8a441baf930c88b6166d9a8fd7a055a691d4dc4efc42017d37bebe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20192,7 +20108,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20201,18 +20117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct heterogeneous-support PRs: one adds per-layer config plumbing, the other adds model/cache/masking integration on top of that plumbing. They share infrastructure and tests, but they are not the same underlying change.", - "confidence": 0.91, + "summary": "Two related but distinct PRs: one introduces heterogeneous per-layer config plumbing, the other adds heterogeneous modeling/runtime support. They share helper files because the model PR depends on the config work, but they are not the same change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support across cache, masking, modeling, and GPT-OSS codepaths, so it best represents the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous model behavior in addition to the underlying config hooks, so it is the more representative PR for the overall feature area.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the end-to-end heterogeneous model functionality rather than just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject as a duplicate pair: 45333 is focused on per-layer config support, while 45332 adds downstream model/cache/masking changes and heterogeneous execution logic. They are adjacent and share files, but they are not the same concrete code-path fix/change and would not naturally collapse into one duplicate PR." + "reason": "These are related prerequisite/feature PRs, but not the same concrete change. #45333 adds per-layer config support; #45332 adds model/runtime handling built on top of that. They would not plausibly be merged as one identical fix." } ] }, @@ -20242,7 +20158,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "654513cba40dd4c33cacb3b5d4df08f34717f9e04ecaf38d6fafbd8a36bc032e", + "prepared_review_unit_hash": "7ede852ea9c11a3795231f6277fa37bda433281467348a19d3540d1468e852bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20264,18 +20180,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open typing-focused PRs, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds shared typing protocols and modeling-utils-related annotations. They are related, but not the same underlying change.", - "confidence": 0.9, + "summary": "Two open PRs both touch typing-related cleanup in Transformers, but they address different changes: one broadly enables type checking across many `src/transformers/*.py` files, while the other adds shared typing protocols and aliases for specific model/PEFT utilities.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better canonical representative: it introduces shared typing abstractions (`_typing.py`) and targeted fixes around `modeling_utils`/integrations, which is more specific and central than a broad repo-wide typing cleanup.", + "canonical_pr_reason": "PR #45425 is the better canonical representative because it makes a focused change to shared typing infrastructure (`_typing.py` and related utility code) rather than a broad repository-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 best fits the cluster because it is the more substantive, focused typing change with reusable type helpers, whereas #45415 is a wider sweep of type-checking annotations across many files.", + "best_pr_reason": "PR #45425 is the best single PR to anchor the cluster if needed: it has a narrower, more concrete purpose and is less likely to be a catch-all of unrelated typing edits than #45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but #45415 is a broad type-checking pass across many modules and #45425 is a targeted typing-infra/modeling-utils change. They do not look like the same concrete bug or change, and would not plausibly be merged as one PR." + "reason": "Both are typing-related, but they are not the same underlying change. #45415 is a broad type-checking enablement across many modules plus config tweaks, while #45425 adds specific typing aliases/protocols for modeling_utils and PEFT integration. They would not plausibly be merged as one PR." } ] }, @@ -20323,106 +20239,106 @@ "pull_request:46154|pull_request:46196", "pull_request:46154|pull_request:46230" ], - "prepared_review_unit_hash": "c40417975503df269a1320d29c414f03bc06991cc1caea872ccf90ce8b08bda6", + "prepared_review_unit_hash": "1c31928ffc1f3db130d2d724b99fbd56bce8a629fe70c801974cb2c0eff33cf3", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 23821, - "estimated_input_tokens": 5956, - "estimated_eval_tokens": 12168 + "serialized_chars": 23819, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 23821, - "estimated_input_tokens": 5956, - "estimated_eval_tokens": 12168 + "serialized_chars": 23819, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: three PRs are separate per-model SDPA dispatch implementations, while the remaining PRs cover unrelated test updates or a different model-parallel fix. No soft edge looks like the same underlying change.", - "confidence": 0.92, + "summary": "This cluster is a mix of loosely related PRs, not true duplicates: a small SDPA/attn_implementation support subcluster across different models, a couple of distributed-test expectation updates, and separate model-parallel/device-placement fixes. None of the soft edges looks like the same concrete bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate PR stands out because the set splits into unrelated changes; the closest thematic anchor is the attn_implementation dispatch subgroup, but those PRs target different models and should not be collapsed.", + "canonical_pr_reason": "No single canonical PR: the items split into distinct model-specific feature PRs and test/fix PRs, so there is no clear duplicate to collapse onto one PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46073 is the clearest, most focused representative of the attn_dispatch subgroup, but only as a thematic anchor rather than a duplicate target.", + "best_pr_reason": "If one PR must stand in for the cluster, 46154 is the clearest representative of the SDPA-dispatch subcluster, but it still does not duplicate the other items.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46230", "accept": false, - "reason": "Both mention model-parallel issues, but they fix different bugs in different code paths and model sets; not the same change." + "reason": "Both are cross-device/model-parallel fixes, but they address different code paths in different models: token-type buffering in AltCLIP/ChineseCLIP vs pad_token_id realignment during generation." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel device placement is unrelated to token-classification test expectations." + "reason": "AltCLIP/ChineseCLIP model-parallel inference fix is unrelated to token-classification pipeline test expectations." }, { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Same broad SDPA theme, but different models and implementations; not a single mergeable duplicate fix." + "reason": "Same broad feature theme (attention dispatch), but different model implementations and code paths; not the same underlying change." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but for different model code paths; too model-specific to be duplicates." + "reason": "Different model-specific SDPA dispatch PRs, not a single concrete bug or mergeable duplicate." }, { "left": "pull_request:46069", "right": "pull_request:46196", "accept": false, - "reason": "Shared SDPA theme only; ShieldGemma2 and SeamlessM4T/v2 are separate model-specific changes." + "reason": "Different model-specific attention-dispatch implementations; related feature area, but not duplicate fixes." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same feature direction, but CTRL and T5 are distinct implementations and not one underlying bug/change." + "reason": "Both add SDPA dispatch support, but for different models and separate code paths." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both are per-model SDPA dispatch work, but they address different model architectures and code paths." + "reason": "Same feature class, different model-specific implementations; not duplicate PRs." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Distributed trainer test generalization is unrelated to pipeline token-classification expectation updates." + "reason": "Both tweak test expectations, but they target different suites and behaviors (distributed trainer device naming vs token-classification pipeline outputs)." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Kosmos2.5 integration-test expectations for XPU are a different test change from pipeline token-classification expectations." + "reason": "Kosmos2.5 XPU integration expectations and token-classification pipeline expectations are different test changes, not the same bug." }, { "left": "pull_request:46151", "right": "pull_request:46230", "accept": false, - "reason": "Test expectation updates are unrelated to the model-parallel fix in generation/models." + "reason": "Pipeline test expectation changes are unrelated to the generation-time pad_token_id device fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same SDPA dispatch pattern, but different model families and code paths; not a duplicate PR." + "reason": "Both are SDPA dispatch support, but they modify different model code paths and are not mergeable as one duplicate PR." }, { "left": "pull_request:46154", "right": "pull_request:46230", "accept": false, - "reason": "T5 SDPA dispatch support is unrelated to the broader model-parallel fix across generation and multiple models." + "reason": "Attention-dispatch support in T5 is unrelated to the model-parallel generation device fix in the multimodal/generation stack." } ] }, @@ -20454,12 +20370,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "74b765bba079953e9243398307fcef96c414917539e3f0dbe9ea6bb74b3a9d9a", + "prepared_review_unit_hash": "ea5838a6e8dd1495f4b59fc5bab06c7816c758ce960807e79e47d26230cf0266", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7427, + "serialized_chars": 7428, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20467,7 +20383,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7427, + "serialized_chars": 7428, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20476,30 +20392,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about Mamba2 cached forward correctness for seq_len > 1; one PR is a narrower CUDA-path fix and the other is a broader Mamba2 fix for the same underlying bug. The Qwen3.5 PR is a separate model-family change and is not a duplicate of the Mamba2 work.", + "summary": "Two clusters are actually independent: the Qwen3.5 linear-attention cache fix is unrelated to the Mamba2 cache-length bug, while the two Mamba2 PRs address the same underlying use_cache seq_len>1 problem, with one being a broader superset of the other.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46098 is the best canonical representative: it is the clearest and broadest expression of the Mamba2 cached-use bug, targets the same issue (#46032), and covers the full fix path rather than only the CUDA branch.", + "canonical_pr_reason": "PR #46098 is the best canonical PR because it directly targets the tracked issue, covers both CPU and GPU paths, and includes tests/docs, while #46084 appears to be a narrower partial fix of the same Mamba2 bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46098 is the best cluster representative because it names the concrete user-facing bug, shares the same issue target, and appears to cover the more complete CPU/GPU correction plus tests/docs.", + "best_pr_reason": "#46098 is the strongest representative artifact: it is the most complete fix for the Mamba2 use_cache seq_len>1 regression and is easiest to understand as the primary change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different code paths: Qwen3.5 linear attention vs Mamba2 cached forward. Both mention multi-token caching, but they are not the same underlying bug or mergeable fix." + "reason": "Different models and bugs: #45513 fixes Qwen3.5 GDN linear-attention cached forward behavior, while #46084 fixes Mamba2 cache handling for seq_len>1. Same broad theme of caching is not enough to treat them as duplicates." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 use_cache seq_len > 1 correctness bug, same issue target (#46032), and overlapping modeling/tests files. The broader PR plausibly subsumes the narrower CUDA-path fix." + "reason": "Both are about the same Mamba2 use_cache seq_len>1 incorrect-results bug. #46084 fixes a narrower CUDA/cache path, while #46098 addresses the same underlying issue more broadly across CPU and GPU paths, so they look like the same change family and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45513 is a separate Qwen3.5/linear-attention change, while 46084 and 46098 are both Mamba2 fixes for the same issue target (#46032). The representative/canonical choice is conservative and supported by 46098\u2019s broader scope (docs + CPU/GPU paths + tests). The soft-edge verdicts are also cautious: rejecting 45513 vs 46084 is well supported, and accepting 46084 vs 46098 is reasonable because they appear to be mergeable as one bugfix PR rather than distinct changes." + "feedback": "The summary is grounded in the packet: #45513 concerns Qwen3.5/Qwen3-style cached linear-attention behavior, while #46084 and #46098 both target Mamba2 use_cache seq_len>1 and even share issue target 46032 and files. The false verdict on 45513 vs 46084 is conservative, and the true verdict on 46084 vs 46098 is supported by the packet as the same bugfix family with one broader than the other." }, "evaluator_used": true, "retried": false, @@ -20526,7 +20442,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ef2d7d2c7a672333a38588786b289f8622e4deff4cb081c4c2670b40fbce7192", + "prepared_review_unit_hash": "022d2859df89309c2b9cfd49286d7add284036560614f04e0ffb261931f75dc1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20548,18 +20464,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both touch expert-parallel loading paths, but they address different concrete failures: one is about preserving distributed config / detecting EP during ZeRO-3 loading, the other is about preventing expert weights from being overwritten during FSDP2-style distributed loading. They are related by subsystem, not by the same bug or mergeable change set.", - "confidence": 0.94, + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete bugs: one is about preserving distributed_config / EP flags during serialization and accelerate launch, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast loading. They are related but not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical PR because it targets a specific, concrete data-corruption/loading bug in the expert-parallel code path and has a clearer, broader fix across loading/integration modules.", + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a specific runtime loading failure with a clear code-path fix in model loading and related EP integrations.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest representative because it fixes an actual overwrite problem in distributed expert loading, with code changes that directly address the faulty assignment path.", + "best_pr_reason": "PR #45662 is the best standalone PR in this cluster since it addresses a concrete correctness bug in expert parameter loading rather than a narrower config-serialization/flag-preservation issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are about EP-related loading, but #45548 focuses on preserving config and adding an EP flag for ZeRO-3/accelerate loading, while #45662 fixes expert parameters being overwritten during distributed loading. Different failure modes and not one mergeable change." + "reason": "Different underlying bugs: #45548 preserves EP/distributed_config state for loading via accelerate/ZeRO-3, while #45662 fixes expert parameters being overwritten by rank-0 broadcast during FSDP2 loading. Related subsystem, but not the same code-path problem." } ] }, @@ -20589,12 +20505,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "2b7d083ae3a2bdd6d912271504a754070178c8801abe1352232c703176fe0410", + "prepared_review_unit_hash": "9b9f7bc737c6fd6ea6dc6501e08acd69c579d7c593665164184e03616ee69b6e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20602,7 +20518,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20611,18 +20527,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same xdist-related captured_info collision in transformers testing utilities; PR 45645 appears to subsume the narrower fix in 45639 and adds the CI-side log collection needed to consume multiple captured_info files.", - "confidence": 0.87, + "summary": "Both PRs target the same xdist/captured_info artifact collision problem under issue 45561; PR 45645 is the more complete superset because it updates the producer and the CI consumer of the logs.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it includes the xdist-safe testing_utils change and also updates CI to aggregate captured_info*.txt files, with more discussion/activity than 45639.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the workflow-side handling needed to read multiple worker logs, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it covers the full end-to-end artifact-collision problem rather than only the local writer-side fix.", + "best_pr_reason": "PR 45645 best represents the final intended fix: it addresses the same captured_info collision bug as 45639 and also preserves CI debug log collection across multiple files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe captured_info handling. 45645 contains the same testing_utils change as 45639 and adds the workflow-side support to read multiple files, so they are plausibly one combined change." + "reason": "Accept: both PRs fix the same underlying xdist collision in captured_info artifact generation; 45645 appears to extend 45639 with CI log-consumption updates, so they are close enough to the same change to triage together." } ] }, @@ -20652,12 +20568,12 @@ "soft_pairs": [ "pull_request:45670|pull_request:46229" ], - "prepared_review_unit_hash": "b4af3c40c46b216608a848d08557fcb2b8ca1a9fa35208fb48cd2684d7015573", + "prepared_review_unit_hash": "028828b996455e8b83d5c3de4a29370f13341f38ba3a53c41f1af86dc59c0370", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4248, + "serialized_chars": 4247, "estimated_input_tokens": 1062, "estimated_eval_tokens": 2380 }, @@ -20665,7 +20581,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4248, + "serialized_chars": 4247, "estimated_input_tokens": 1062, "estimated_eval_tokens": 2380 }, @@ -20674,18 +20590,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one is a small AutoModel registration tweak for glmasr/dia, while the other adds a new MTP candidate generation implementation and related generation plumbing.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds a model-class mapping entry for GLM-ASR in AutoModel, while the other implements a new MTP candidate generator path. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46229 is the more substantive and representative change in this cluster: it adds a new MTP generation implementation across generation code, whereas #45670 is a narrow AutoModel registration nit.", "best_issue_reason": null, - "best_pr_reason": "PR #46229 is the more substantial and self-contained change, adding a concrete generation feature across candidate generation and a new MTP module; it is the better representative artifact in this cluster.", + "best_pr_reason": "PR #46229 is the best representative PR because it targets a concrete code-path change with broader functional impact and clearer standalone purpose.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46229", "accept": false, - "reason": "Different code paths and goals: #45670 only updates AutoModel mappings for a model class, while #46229 implements MTP candidate generation logic and new generation support. They are not the same underlying change and would not be merged as one PR." + "reason": "Different underlying changes: #45670 only updates model-to-AutoModel mappings, while #46229 adds MTP candidate generation support. They do not fix the same bug and would not be merged as one PR." } ] }, @@ -20781,40 +20697,40 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c0c33e5d3a0909e2af5bd4e90a3440c04a1101c03c2ee08f4275ed8fa3b3a49c", + "prepared_review_unit_hash": "41224e315b33ef16f35006842fb02d673191b1bc2c8be643b0723009d28db8fe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4268, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4268, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with a similar refactoring theme, but they change different code paths: one in import_utils for resolving module files without opening source, the other in modeling_utils for replacing file-based detection of attention-impl support with class introspection. Similar pattern, not the same underlying change.", - "confidence": 0.93, + "summary": "Both pull requests address file-source introspection using safer APIs, but they fix different code paths in different modules: one adds traversable resolution in import_utils, the other replaces open()-based source inspection in modeling_utils. They are related in theme, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate refactors in different modules with different concrete behaviors and test surfaces.", + "canonical_pr_reason": "PR 46207 is the cleaner representative: it targets one concrete behavior in _can_set_attn_implementation, updates the implementation and tests, and has a narrow, well-defined scope.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the better representative only because it has the more explicit, concrete behavior change (_can_set_*_implementation) and accompanying tests, but it is not a duplicate of #46152.", + "best_pr_reason": "PR 46207 is the best standalone PR in this cluster because it addresses a specific bug/heuristic in a single code path and includes test coverage, whereas PR 46152 is a separate utility refactor in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid source-file reads, but they target different subsystems and distinct logic paths (import resolution vs attention-implementation detection). They do not look mergeable as one PR." + "reason": "Both avoid opening source files directly, but they operate in different modules with different mechanics and targets; they are not the same concrete fix and would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 9541b3c652199d3a386817ee86741063c2db9e47..b081da68fc8fddde0ddb2d93d63a202c84a8c7d6 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260528t000041z", + "analysis_id": "hybrid-model-20260528t060028z", "archived_artifacts": { - "hybrid": "snapshots/20260528T000041Z/analysis-runs/hybrid-model-20260528t000041z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260528T000041Z/analysis-runs/hybrid-model-20260528t000041z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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"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 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "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/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..56f3cae39a990d282262fc37efd3023aa6552393 --- /dev/null +++ b/snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20745 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260528T060028Z", + "generated_at": "2026-05-28T06:05:22Z", + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:44918|issue:46165", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:44805|issue:44918", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "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:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "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:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "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": "2af61c8f01717da63b8f1b78a3ca1aaa3fba9ad63163c190d1fa8ecd6a2db575", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48405, + "estimated_input_tokens": 12102, + "estimated_eval_tokens": 24460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues. The only clear duplicate families are the Bert/ZeRO-3 index-error reports, the v5 AutoTokenizer token-ID regression reports, and a likely shared Qwen3_5Moe rotary-embedding offload/materialization bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the v5 AutoTokenizer token-ID regression, subsuming the narrower Granite-only report in the accepted pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the broader tokenizer-regression family and is the strongest single issue to anchor that duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 config attribute error vs Qwen3.5 streaming/chat completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/backend problems: AMD GPU support for GPT-OSS vs an MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class and subsystem: image-preprocessor/model dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention runtime issues, but these are different models and different dtype/device paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: GPT-OSS on AMD GPUs vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend issues: Qwen-3-8B-NVFP4 runtime failure vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different concrete failures: DeepSpeed Zero3 collective mismatch vs ModernBERT ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated bugs: ONNX export for ModernBERT vs FineGrainedFP8 failure for Qwen3Moe." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and error signatures: ONNX export vs auto device mapping cudaErrorAssert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash report is not the same as a docs example cleanup issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they target different removed APIs/pages and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different code paths entirely: ONNX export error vs import path breakage for GenerationMixin." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are shape/device-related errors, but they involve different models and different failure points." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-with-trust-remote-code are distinct training issues." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError/shape issues, but the reported tensors, triggers, and code paths differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different DeepSpeed/Bert loading bug vs training resume/trust_remote_code problem." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Similar surface-level IndexError, but the zero3/Bert load path is different from the mask-shape mismatch report." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problem domains: mask/tensor shape mismatch vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different training stacks; no clear shared underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "StableLmConfig pad token regression is unrelated to training resume and trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero3 BERT index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/Bert loading bug with the same zero-sized tensor IndexError; one is just the non-pretrained variant." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different failures: DeepSeek detokenization regression vs LoRA merge/save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA merge inconsistency are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete errors and affected paths are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different bug from the mask/index shape mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization path; both point to the same rotary-embedding state/CPU-offload bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/Bert zero3 loading issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing tensor recomputation mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes: DeepSpeed/Bert zero3 IndexError vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call do not share the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different components and symptoms: Gemma3 config attribute issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device-mapping forward mismatch and the other is an expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel problems are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime errors; no common code path indicated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer keyword-argument breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS on AMD GPUs is not the same as an outdated RAG example docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy/Liger Kernel issue and mask-shape mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config regression and Qwen3 auto-device-mapping cuda assert are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 zero3 loading IndexError and BertModel zero3 loading IndexError are similar in shape but not clearly the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU support and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG examples are not the same underlying change." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer token-ID regression; 45920 is the broader report and 45812 is the narrower Granite-only instance." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation examples." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are distinct model issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pairs are supported by the titles and the soft-pair evidence, and the rejected pairs avoid overclaiming shared root cause where the issues only look superficially similar. No soft-edge verdict appears overstated." + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "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:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:40990|issue:44960" + ], + "prepared_review_unit_hash": "49a695780a3e08cbeb0e7aeaaaff8d95ed415dd1e881b6bb73351685fb0f6997", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39132, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across different models, loaders, and runtime features; there is no reliable duplicate cluster. The only broad theme is recent Transformers compatibility regressions, but the soft pairs are still too symptom- and model-specific to merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the broadest regression report in the set (recent versions breaking `remote_code` models), so it is the closest representative issue, but it does not truly subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different config attributes; both are sliding-window related but not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure vs table-question-answering crash; unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model families with different loading failures; no shared concrete defect." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are tensor index/shape errors, but the reproductions and affected paths differ." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility report; the other is a PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert loading issue vs a Torch/Transformers version incompatibility complaint." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are different failures." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper execution failure is not the same as the PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but the symptoms and API paths differ enough to treat as separate bugs." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes; not the same sliding-window/device bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure is unrelated to an MPS MoE histogram kernel issue." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug vs corrupted checkpoint report; not the same underlying problem." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/runtime failures on different backends; no common concrete code-path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime issues, but on different models and execution contexts." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor/model-loading failure is not the same as the template-node compilation error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for `GenerationMixin` and a Gemma sliding-window attribute issue are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers incompatibility vs Gemma4 device-map mismatch; different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing errors, but one is a mask-length mismatch and the other is a zero-sized tensor on load." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in a config class is different from the pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate model/support requests." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE issues; one is a grouped_mm tracing error, the other is tensor-parallel support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM regression is unrelated to tied-weights translation-model behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat streaming failure are different runtime problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is not the same as the `PretrainedConfig` field breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF model support and Qwen chat streaming are unrelated features." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and Torch 2.4.1 incompatibility are different regression classes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window model config bug vs pydantic config field breakage; no shared code path." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error and Float8 storage lookup failure are distinct backend issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the affected model/load sequence differs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP2 reports: degraded embedding quality vs nonsensical pipeline output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config `from_config` behavior and rotary embedding uninitialized memory are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection issue is unrelated to Torch compatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image preprocessor dtype mismatch is not the same as Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking are different problems." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom modules, but one is a cache-path collision and the other is wrong-module loading after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the models and failure conditions are different." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and a generic GLM5 issue 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": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "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: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:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "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:41553|issue:43883", + "issue:38175|issue:43054", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:45701", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "ded2abc075621133f6c2e428a9e724c2d27fb5542b688dcd88504343d4adb34f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37572, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model/loading/quantization issues. The clearest duplicate pair in this packet is the Transformers 5.x non-persistent-buffer regression: `issue:43950` and `issue:44534`.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:43950` is the broadest and most explicit report of the non-persistent-buffer corruption regression, and it matches the strongest duplicate candidates in this packet.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the best representative because it states the concrete regression clearly and at the right abstraction level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes: FP8 config error vs fallback gating when flash-attn2 is absent." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: Qwen3.5 cache crash vs tied-weights handling on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and code paths: TRL SFT unpacking vs GraniteMoE invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; one is detokenization, the other is an NVFP4 runtime error." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to docs still mentioning the removed run command." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Separate model/runtime errors with no shared underlying bug shown." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5.x non-persistent-buffer corruption/junk-initialization bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as the reported embedding-quality discrepancy." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both reports describe the same non-persistent-buffer corruption/junk behavior in Transformers 5.x." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs RLHF gradient explosion from 3D position_ids/backend fallback." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg mismatch is unrelated to Gemma3 loading under ZeRO-3." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export surface issue is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers, but one is a broad from_pretrained regression and the other is a model-specific materialization bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage compatibility failures." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to generic loading noise." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different loading failures: bad AutoTokenizer error message vs missing tied-weights attribute." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is not the same as lower text-embedding quality." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 key error is unrelated to Qwen3_5Moe rotary embedding initialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is flash-attn position_ids handling and the other is CPU-offload compatibility." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model quality complaint is unrelated to a tokenization-change regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error message and glm-4v loading failure are distinct bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness is not the same as int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as a specific model failing to load." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 problems: embedding quality vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading complaints, but no evidence they stem from the same concrete defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields is more specific than the broad remote-code compatibility report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Distinct training/memory issues with different symptoms and likely different fixes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-op failure is unrelated to Gemma4 PLE device placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly grounded, but at least one soft-edge rationale is not precise enough: the `issue:43644` vs `issue:43950` explanation mentions `trust_remote_code` missing-fields behavior, which is a different issue (`issue:43643`) and not the pair under review. That kind of mismatch makes the verdicts less reliable. I\u2019d also soften the summary from \"the only clear duplicate pair\" to \"the clearest duplicate pair in this packet\"." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "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:43782", + "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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43940|issue:45313", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "aa832cdd279b487f0768b97b8eb7c042fb23cc2602a6e642749f1300f4543028", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers regression/loading issues rather than one duplicate set. Clear duplicate-like pairs are the docs pipeline removal reports, the mask-shape mismatch reports, the bitsandbytes/init_empty_weights `_is_hf_initialized` reports, and likely the Qwen3 ZeRO-3 weight-loading reports.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one anchor is needed, 45020 is the broadest umbrella for recent model-loading/remote_code compatibility regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most central and general issue in the set, and it overlaps with the largest number of other loading-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer loading for EMBEDDIA/est-roberta vs flash-attn fallback gating." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 MoE/LoRA, but one is a version-compatibility break and the other is a config warning about `tie_word_embeddings`." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` constructor error." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions and a Gemma4 PLE device-mapping mismatch are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer-mapping failure is a distinct metadata/tooling bug from remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are separate tokenizer vs attention-path failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load failure and GLM5 support are different model-loading problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn installation fallback logic." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage is broader but not the same as Kimi-K2.5 tokenizer codec/regression handling." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying in Mistral3 is a model-specific weight-sharing bug, not a non-persistent buffer regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 empty-Bert index error and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "LoRA checkpoint compatibility across hf4.x/hf5.x is not the same bug as generic remote_code model breakage." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs problem: v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure is too broad to confidently equate with the specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying bitsandbytes / `init_empty_weights` regression around unexpected `_is_hf_initialized` being passed to `Int8Params`." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both involve loading issues, but one is LoRA model compatibility and the other is a bitsandbytes constructor regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is not the same as est-roberta tokenizer loading failure." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not working under PEFT LoRA is distinct from a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` kwarg in `compute_loss` is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback due to 3D position_ids is unrelated to a sink-less flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe the same ZeRO-3 weight-loading failure class on Qwen3-family models, with params ending up missing during sharded load." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Missing weight conversion for Qwen3 MOE is not the same as gradient averaging with DeepSpeed GAS." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer's huge `model_max_length`." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error messaging and failure to load `cjvt/sleng-bert` are different tokenizer/model issues." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "These are both video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a specific StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying mask shape mismatch: the indexed tensor and mask lengths differ by one in both reports." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError about 2-D weights is unrelated to void segmentation map processing." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache linear_attention failure and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different features/failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. It correctly treats the cluster as mostly a loose set of loading/regression issues, and the cited duplicate-like pairs are supported by the issue titles and soft similarity edges (docs pipeline removals, mask-shape mismatch, bitsandbytes/init_empty_weights, and Qwen3 ZeRO-3 loading). The anchor choice of 45020 as the broadest umbrella is reasonable given its connections, without overclaiming a single exact duplicate set." + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "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:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "105fb231299874807e331343cb4dad7d934e49d104554ac150956223bd3b3dab", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model-specific issues, with only a few true duplicate pairs: the Transformers v5 non-persistent-buffer regression, the custom-model initialization regression, and the SigLIP2 output-corruption reports. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the clearest representative of a concrete regression, and it has an almost verbatim duplicate (44534) with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best issue-level canonical candidate because it states the bug directly, is earlier, and cleanly anchors the strongest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different bugs/code paths: Qwen2.5-VL rope index scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 training KeyError and the other is a device-map forward mismatch; not the same concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different topics: GGUF/gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated failures." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failures: Qwen3-vl embedding video StopIteration vs an MPS histogram op missing for Int." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile regressions, but on different models and different mechanisms; not mergeable as one bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF support for gpt-oss vs a Float8 storage lookup error." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related symptoms and code paths; one is video embedding generation, the other SFT embedding unpacking." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "MoE FP8 failure and meta-device loading breakage are different regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF model support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL import vs meta-device loading breakage." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 behavior." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer/model mapping failure and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models; not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output regression: unexpected zero probabilities and nonsensical AutoModel/pipeline results on the same checkpoint." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 BertModel index error is unrelated to add-new-model-like / tokenizer mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention loading, but the concrete bugs differ: Deepspeed Zero3 BertModel indexing vs tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: model-registration/mapping vs attention-mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both concern config validation, but for different models and different failures." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 area, but one is an inference/output regression and the other is a docs example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different mechanisms: Qwen3_MoE LoRA incompatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but auto device mapping on A800 and FineGrainedFP8Config failures are distinct code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles only show different checkpoints; not enough evidence they share one concrete root cause." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 loading of language_model weights; the other is save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reporting the same non-persistent-buffer junk regression in Transformers v5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the provided titles and metadata, and the accepted soft-edge pairs are conservative enough: 43644/44534 is a near-verbatim duplicate, 43645/43646 is a plausible same regression, and 38175/43994 stays within the same SigLIP2 output-corruption symptom class. The canonical issue choice is also well supported by the earlier, clearer duplicate pair. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "c26910eb47e3fad5439ebb228f5156e2f0b2520ad19822b374fafc5140a2ac79", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers issues spanning quantization/offloading, tokenizer/loading regressions, and model-specific bugs. The soft pairs look related by broad subsystem, but none appear to be the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report around quantization/offloading memory behavior, which is the closest shared theme in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it is open, fairly well-discussed, and broad enough to cover the cluster\u2019s dominant memory/offloading theme, even though the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math and unused SGD args are unrelated training bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model/pipeline inference regression." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions in v5, but different code paths and model families (DeepSeek vs Granite)." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model loading failures for unrelated models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading/acceleration conversion vs GLM unit-test loading failure are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading correctness." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility across HF versions is not the same bug as a Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Two separate Transformers 5 regressions: non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training-memory inefficiency and the other is int4 reserved-memory growth/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility and resize_token_embeddings propagation are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures for different checkpoints." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention crash from 3D position_ids misinterpretation is distinct from the s_aux=None AttributeError." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different inference entrypoints and different model classes; not the same failure mode." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate save/load issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but on different model architectures and submodules." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are different compatibility bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific implementations rather than one concrete shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A SigLIP2 documentation/example issue is not the same as a GLM5 model-loading report." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and loading failure for a different model are not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal config unwrapping are distinct code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failure modes; not a shared underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related memory/quantization theme, but one is offloading correctness and the other is reserved-memory growth under int4." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track leakage and Gemma4 device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights type handling and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 key handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different model loading failures; too far apart to merge." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "A generic GLM5 issue and a save/load regression for sinq-quantized models are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve OOM, but the causes are different: int4 reserved memory vs mmap behavior on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT and checkpointing-in-eval-mode are different API/behavior bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "The titles are closely related, but one is Gemma4-specific and the other is a broader output_embeddings regression; not clearly the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different checkpoint/save_pretrained symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:43257", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43257|issue:44863", + "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:43425|issue:44918", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "2ff4a0daa0d66f1e51a214a14c24863c204d4845edc5b5aa5f65901304dd5b5a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different subsystems. The only clear duplicate pair is the resize_token_embeddings regression: a general report plus a t5gemma-specific instance. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the broader, cleaner formulation of the resize_token_embeddings bug; issue:45335 is a model-specific instance of the same underlying failure to update downstream embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the cluster because it states the general API breakage, while the paired t5gemma report is just a narrower reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: extra_state save/load handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and symptoms: video input regression vs strict config loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "No shared underlying bug; one is device mapping/cuda assert on Qwen3, the other is batched inference token leakage in AudioFlamingo3." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is file permission propagation and the other is loading the wrong module; not the same concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to disabling mmap for OOM on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model init is not the same as extra_state persistence in save/from_pretrained." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings fails to update the model's effective output/decoder embeddings; one is the generic report and the other a t5gemma-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs meta-device model loading problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a broad environment issue, not the same as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both relate to loading/tokenizer setup, but the specific failure modes are different and not clearly the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; too broad to treat as the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook-defined model initialization; not the same concrete defect." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs multimodal dtype mismatch; no shared root cause." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to a compiler error about non template nodes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue does not match the specific Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver non-default resolution/interpolate_pos_encoding failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to a mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen3.5 SFT trainer embedding unpacking." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they cover different removed/changed pipeline APIs and are not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: missing Float8 storage object vs compiler rejecting non-template nodes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to config unwrapping for composite Qwen multimodal models." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs are a model/pipeline behavior issue, not the same as ModelOutput key assignment when previous value is None." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45292/45335 duplicate call looks plausible. However, at least one soft-edge verdict is too strong for the evidence available: issue:43906 is only titled as an isolated reproduction of another issue, so saying it has 'no shared underlying bug' with issue:44530 overstates what the packet supports. Please soften such cases to 'insufficient evidence to merge' unless the bodies clearly establish unrelated failures." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43299", + "issue:43317", + "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:43856", + "issue:43883", + "issue:43931", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:42175|issue:46178" + ], + "prepared_review_unit_hash": "991bd1aff0f37ff73ef51cf321c2e0bad5abf19a83542496dbfca9f10081f9d7", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35996, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct bug reports, many around Transformers v5 regressions and model/tokenizer loading, but the soft pairs do not look like true duplicates. The best representative issue is the broad custom model initialization regression.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest, least environment-specific regression here: it targets generic custom model initialization, making it a better cluster representative than narrower model-, tokenizer-, or hardware-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general standalone issue in the set and best captures the cluster\u2019s shared v5-regression theme without overfitting to one model or platform.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading problems, but one is a dev-version breakage and the other is a checkpoint shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure vs. Mistral regex-patch crash; different code paths and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked-LM prediction error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device/offload behavior, but XLNet positional encoding and Qwen3 MoE rotary embedding are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` regression are distinct failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a tokenizer and crashing in Mistral regex patching are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A model-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and tokenizer post-processor updates are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation TypeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and different loading failures; not the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing AutoConfig fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image IterableDataset fine-tuning failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation failures are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; not a duplicate pair." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3.5 PagedAttentionCache crash are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is buffer filling and the other is custom model initialization." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache length typing are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles point to different audio feature-extraction failures; not enough evidence of one concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file breakage and a specific Qwen2.5-GGUF loading failure are not clearly the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto dequantized offload and GGUF model loading are different mechanisms." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in the torch extra and tensorflow_text backend mapping errors are different packaging/backend 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": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43792|issue:44589" + ], + "prepared_review_unit_hash": "45dce90c40204dd8ac656563e71b0f80a1cfb9aba504ce5ab31ef774ae44485f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37527, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports. The only strong duplicate-like overlap is the Qwen3.5 `save_pretrained` regression pair (45216/45357); the rest are different models or different code paths and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45216 is the best canonical anchor: it states the broader Qwen3.5 `save_pretrained` regression, while issue:45357 looks like a narrower follow-up about the same saved-checkpoint/visual-key bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the clearest representative of the only true duplicate pair and captures the underlying serialization regression more broadly than issue:45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: hidden-state output vs temporal rope/index scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures and code paths; template-node compilation error is unrelated to GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated model-loading problems: Molmo tied-weights attribute vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: chat-template sample-rate default vs MIMI batch padding-mask mismatch." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and different root causes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to StaticCache seq-length return type." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is buffer serialization/state corruption." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal load/processing bugs: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise when loading a transformer is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is model weight tying and the other is device-dependent serialization; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and code paths: bad SigLIP2 outputs vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage is not the same as non-persistent buffer junk values." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but padding-mask batching and DAC STE mismatch are different underlying bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures and processor image-size mismatch are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time failures, but they affect different models and code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction fbank issue is unrelated to compiled flex_attention compatibility." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 is a narrower manifestation about incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to the MobileLLM-125M load key error." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different v5 regressions: FP8 config failure vs unexpected `_is_hf_initialized` init_empty_weights argument." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config vs missing Float8 storage type." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is a tokenizer-construction bug, not the fast-model load failure." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern tied weights, but one is missing weight tying and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:43611", + "right": "issue:44756", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to transformer load noise." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is broad video-input breakage and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Float8 storage lookup error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted overlap, 45216/45357, is plausibly the same Qwen3.5 save_pretrained serialization regression, and the rest of the pairwise rejections are appropriately model/code-path specific." + }, + "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": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43994|issue:44898", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "e48c88955d03923d0f6ef9406feb64ec1c3b0163857dbbb0dabdad59512da4f8", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, with a few loose thematic overlaps around Transformers v5 regressions, tokenizer/loading behavior, and model-specific multimodal bugs. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "Best canonical issue candidate is issue:45812 because it is a clear, high-signal regression report with broad impact and strong duplicate-attracting value, while still being concrete about the failing code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest stand-alone issue in this set: specific, impactful, and framed as a silent regression affecting all Granite models, which makes it a good representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training failures, but they describe different model versions and different failure modes (multi-GPU training vs iterable dataset with multiple images)." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated problems: tokenizer loading error messaging for Voxtral vs a TypeError in an Apple Silicon allocator warmup function." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about `_is_hf_initialized` and model init flow; the other is about non-persistent buffers being filled with junk." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different bugs: compiled flex attention on torch>=2.9 vs recent Transformers versions breaking remote-code models." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a tokenizer-loading regression for a specific model; no shared underlying code-path is evident." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is a specific tokenizer not adding BOS/EOS in v5." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 attention state rebuilding are unrelated failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a runtime-mode issue; missing `supports_gradient_checkpointing` on a trust_remote_code variant is a model-definition issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: finetuning with multiple images vs incorrect temporal position scaling in rope index computation." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading regressions in newer Transformers, but one is an unexpected `_is_hf_initialized` argument and the other is a missing float8 storage type." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer handling, but one ignores `tokenizer.json` while the other produces wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length handling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneracy vs zero loss for single-label classification with one label." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow-related packaging/backend setup, but one is missing tf in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are not the same code-path problem." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Loading Qwen2.5-GGUF in v5 and missing `pad_token_id` on Llama4Config are different compatibility issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/state issues and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on auto device mapping and a Mistral tokenizer regex patch crash are different subsystems and failure modes." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but MIMI encoder output mismatch and Gemma3 NaN embeddings stem from different model/attention bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and `_is_hf_initialized` init_empty_weights loading errors are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend support vs vLLM failing to load PaddleOCR-VL on Transformers 4.53.0 are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too different to merge." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and dtype mismatches in inference do not share the same concrete fix path." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific vision/ocr issues, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 long OCR input index error." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and Perceiver non-default resolution failure are distinct model bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated transformer internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "408c7af9d65317c72ff2d89342cb0132a20a8dadfa1624f7462b777a0606cf60", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; most soft pairs are only loosely related by subsystem/theme, not the same underlying bug. I would not merge any of the proposed soft edges, and I\u2019d use one broad tokenizer-regression report as the closest umbrella issue.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue here: it is the broadest open, user-facing regression report and explicitly spans multiple models/tokenizers, making it the strongest representative if one item must be picked.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global representative because it captures a broad v5 tokenizer regression affecting several models, whereas the rest of the items are mostly narrow, unrelated failure reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied `lm_head` behavior, but one is a missing weight-tying bug and the other is device-dependent serialization inconsistency; not the same concrete code-path problem." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: multi-image IterableDataset finetuning vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated issues: FineGrainedFP8Config on Qwen3MoE vs GGUF loading failure on transformers v5." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are in Qwen2.5-VL position-id logic, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific PaddleOCR-VL/vLLM loading failure; the other is a broad torch 2.4.1 / transformers 5.8 incompatibility report." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: CLIPVisionModel hidden_states regression vs ModelOutput key bookkeeping." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-loading/forward issues, but the concrete failures differ: video-input regression vs device mismatch under auto device mapping." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and `torch.export` failures with `torch_compilable_check` are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is not the same as strict granite_speech config loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory, but one is an int4 quantization regression and the other is a Sam3Video OOM report; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index / position-id computation." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion regression and wrong token IDs are related only at a high level, but not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mapping problems, but they affect different models and failure modes, so they should stay separate." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to `torch.export` failures from `torch_compilable_check`." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight generation corruption and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting has nothing to do with PEFT adapter checkpoint loading." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors are unrelated to finetuning failures with multiple images per prompt." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity evaluation regression and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo\u2019s processor/model resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weight generation bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and `from_config` failing to unwrap `text_config` are different config-loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3MoE weight conversion with accelerate+deepspeed is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing on PEFT LoRA do not share a concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask behavior and Perceiver non-default-resolution failure are separate model-specific issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report without the same concrete path." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Generic offloading/quantization issues are unrelated to a tokenizer-version regression." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:43881|issue:44991", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:44008|issue:45823", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:44479|issue:44918", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "fcdf464a44b5b6f6a9fe9dba1f521db6d7639ee5001fba0721d475d7a57a63d3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37960, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft-similarity pairs mostly link unrelated issues across different models, features, and failure modes. I found no true duplicate pair to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest representative of the loading/offloading/quantization subgroup, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model/code paths: Mistral3 lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: glm-4v loading vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different stack and symptom: PaddleOCR-VL load in vLLM vs tokenizer loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3-family, but one is auto device mapping cuda assert and the other is flash-attention generation; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization issues: lm_head.weight inconsistency vs wrong visual encoder keys on save_pretrained." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: 3d_parallel.py execution failure vs Qwen3Moe FineGrainedFP8Config load failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Gemma3n variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype not propagating vs Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to progressive generation with inputs_embeds." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenization/version-change report; different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model bugs: torch.compile with SDPA vs packed-weights unpacking during loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failures: lm_head tying vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "compute_loss argument mismatch is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are multimodal serving crashes, but the concrete failures differ: str.to vs missing _tokenizer." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory, but int4 reserved-memory OOM and apex FusedRMSNorm leak are different root causes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Related to offloading/memory, but one is quantization offload behavior and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and issues: Bamba torch.compile SDPA vs Bark-small CPU-offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but OmDet-Turbo processor output mismatch and Perceiver interpolation failure are distinct bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/batching crash is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as generic tokenization differences across versions." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and gpu+cpu offload dequantized-model loading are different quantization/loading paths." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to unpacking input embeddings in TRL SFT training." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure modes: cudaErrorAssert on Qwen3 device mapping vs Llava Next segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS-20B is unrelated to tokenization changing across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: cuda assert on A800 vs tensor-parallel only not working for GPT-OSS MoE." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:36010|issue:42617", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:42490|issue:43329", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "6f9381ce7a81fca1f8553acd2bb5ff2da2077e9aa885eac070188a2fb7127f64", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35919, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated transformer issues. Only one soft pair is a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports (44514/44545).", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the clearer duplicate of issue:44514, has the same concrete crash scenario (`Qwen2_5_VLProcessor.apply_chat_template` with `padding=False` on batched input), and has slightly more follow-up activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is the most clearly scoped, reproducible bug report and matches a true duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: a GenerationMixin import error vs. a script execution/runtime problem." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated domains: BeitImageProcessorFast label reduction vs. glm-4v-9b model loading failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is Granite token ID regression; different bugs and fixes." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config issues: Qwen3-MoE sliding_window vs. StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config serialization discrepancies, but they affect different models and fields; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal loading/processing failures with different error paths and model variants." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen recurrent-state reset are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/task crashes in different models; no clear shared root cause." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is incorrect Granite token IDs; distinct issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency vs. a specific T5 tokenizer load-time AttributeError." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different API surfaces and failures: `transformers serve` processor init vs. chat/completions streaming inference." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice preset are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA failure vs. tokenizer special-token registration bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is quantization offload mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization behavior changes, but one is runtime special-token/post-processor handling and the other is a broader version-related tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different root causes: offloading/quantization vs. tokenizer special token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failure modes; not mergeable as one bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed pipeline-task docs are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug vs. progressive generation with inputs_embeds/past_key_values are different issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label-drop bug and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug report: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Import warning for trailing-slash local paths vs. undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offload behavior and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping CUDA assert vs. GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are config/tokenizer persistence bugs, but one is runtime special-token updates and the other is DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failure classes: Perceiver positional interpolation on non-default resolutions vs. dtype mismatch in bfloat16 inference." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly different bug reports, and the only accepted soft edge, 44514/44545, is well supported by nearly identical titles and the same Qwen2_5_VLProcessor crash scenario. The other verdicts stay conservative and do not overclaim duplication." + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:45704|issue:45859", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "23dca3be36d03dcb215ab26cf4f3fc7d1d4d5af3208743e1a5516fdabddf959c", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span unrelated models, tokenizer bugs, training/runtime regressions, and documentation issues. I only see one plausible duplicate pair around HF_HUB_OFFLINE tokenizer loading failures (42886/44843); the rest do not look like the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42886 is the best local canonical: it states the broad offline-cache tokenizer failure, while 44843 appears to be a more specific root cause involving _patch_mistral_regex and model_info().", + "canonical_pr_reason": null, + "best_issue_reason": "42886 is the most representative issue because it captures the broader user-facing regression and cleanly subsumes the more specific 44843 symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen-related, but one is a multimodal config/unwrapping bug and the other is a CPU-offload rotary embedding issue; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different model repos and likely different tokenizer regressions." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage import/storage error are unrelated failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention crash on sink-less models is not the same as a Qwen multimodal config unwrapping bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model/tokenizer loading regression, the other is an image-processor torchvision dependency issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is a different tokenizer bug than failing to load a specific tokenizer repo." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and different failures." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode output." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak and a missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the Nemotron trust_remote_code flag issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "These are both trainer-related, but one is unpacking Qwen3.5 inputs_embeds in SFT and the other is train/evaluate lifecycle behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives a likely root cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A fused RMSNorm memory leak is not the same as Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh and LayoutLMv2 NER/padding crashes are distinct tokenizer failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and an apex RMSNorm memory leak are not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/_patch_mistral_regex, but one is a crash and the other is a codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a generic single_label_classification zero-loss bug are different configuration problems." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "A SigLIP2 inference quality issue and a CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A DeepSpeed ZeRO-3 BertModel initialization error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents missing STE are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 42886/44843 pairing is strongly supported by the titles, and the other soft-edge rejections avoid overclaiming duplicate status from weak similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:42915|issue:43746", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "9c0b46ef1288fd1c986ade471ae712a55a7ffbf66c756eba41793adfe8ccf69f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers bug reports across loading, tokenization, multimodal preprocessing, generation, and training/runtime behavior. No soft pair looks like the same underlying defect, including the superficially related Mistral regex cases which fail in different ways.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous across model families and subsystems, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication: none of these reports is a reliable representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/saving, but one is PEFT local-checkpoint loading and the other is sinq quantization round-trip; different failure modes and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated issues: one is a config validation rule for patchtsmixer, the other is num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs packed-weight unpacking during accelerate loading; different components and bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and tokenizer-mapping codegen failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but the first is a Qwen3OmniMoe video-processing ValueError and the second is a Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions in different model outputs: CLIP attentions assignment vs RTDetrV2 output divergence." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both touch loading/offloading, but one is PEFT local checkpoint restore and the other is quantization offloading behavior; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal bugs: processor.tokenizer/image-tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is unrelated to DAC.from_latents not matching forward() without STE." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic input validation messaging bug vs single-label-classification zero-loss bug; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering drops tuple labels in the last batch; Mamba2Mixer use_cache correctness is a separate model inference bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model-specific multimodal errors: dtype mismatch in Mistral-3 preprocessing vs Gemma3n attribute collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation bug in SwitchTransformersConfig and RoPE-layer truncation in Smollm3 are unrelated configuration/model-structure issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to Perceiver image-classification interpolation failures." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are completely different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor conflict vs model/tokenizer loading failure for cjvt/sleng-bert; not the same root cause." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and StaticCache.get_seq_length() returning a tensor are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit _patch_mistral_regex, but one is an unconditional model_info() offline failure and the other is a backend_tokenizer AttributeError; different triggers and fixes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing-fields regression and strict granite_speech config loading are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model families and different internal logic." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer.compute_loss argument handling are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different v5 regressions in different models/tasks: Pegasus generation vs CamemBERT masked LM prediction." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor refresh and Whisper batch_decode skip_special_tokens behavior are distinct tokenizer/processor issues." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "from_pretrained weight_only loading error and flash-attention generation failure are separate problems." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example bugs with quantization mismatch are unrelated to Kosmos2.5 long OCR indexing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "b443ba68a3f60683470948054713eeb9d08938f45d35cc28460872c4f943ecfc", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose mix of transformer regression reports across tokenizers, multimodal models, loading paths, and docs. The soft pairs share broad topical similarity but do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45020 is the broadest regression-style report here and works best as a triage umbrella for recent-version breakage reports, even though it is not a true duplicate target for most of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most useful general anchor because it frames a concrete version-regression class rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are multimodal-model problems, but one is a dtype-loading issue for BLIP2 and the other is a Video-LLaVA architecture/weight-sharing defect; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior after special-token alignment is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are unrelated subsystems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load-time segfault and an MPS int histogram op error are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is different from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression and Kosmos2.5 long-OCR index error affect different model paths and inputs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "A BarkProcessor voice_preset bug and a GenerationMixin import breakage are unrelated failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message about removed tasks; the other is a bad-output report for SigLIP2. Different issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent-version breakage, but one is about removing is_torch_fx_available and the other is broad remote_code failures; not the same concrete change." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length contract bug and return_tensors being ignored when text_kwargs is passed are different API issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "A float16/bfloat16 model-loading bug and an Apple Silicon warmup TypeError are distinct." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is specifically extra spacing after added tokens while the other is a broader slow-vs-fast inconsistency." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input-size mismatch and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError during tensor indexing is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet and dtype mismatch inference problems are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading failures and tokenizer loading failures for a specific model are separate bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error messaging and stale docs references around removed pipeline tasks are related, but they are not the same artifact or fix." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are model-specific loading bugs, not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package-install backend availability and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8 B200 inference failure are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch failures and Gemma4Processor missing _tokenizer are different loading issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regressions and generic tokenization changes are too broad to treat as the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are unrelated vision bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder issue 'ADD THE DATA' is not a duplicate of the isolated reproduction report." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "3ae8a06133aff652f8b4ff983e3960a0abdd783f876a42b67b1257d33a830e2a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers issues across many subsystems (audio, vision, loading, quantization, training, and config handling). None of the soft pairs look like the same underlying bug or change, so there is no clear canonical duplicate here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical for the cluster because the items span distinct code paths and model families; picking one would be arbitrary rather than duplicate-driven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: tokenizer special-token decoding vs MXFP4 quantization fallback." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Different tied-weights warnings in different Qwen variants; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs broad remote_code regression; unrelated failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length behavior; different components." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video multimodal-token helpers vs stale auto_mappings CI breakage." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk values vs FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained BERT index error vs trainer.evaluate after train; different paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA Bamba issue vs MXFP4 quantization fallback; not the same problem." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom model initialization regression." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset issue vs CustomTrainer compute_loss signature change; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/unit-test failure vs flash-attention generation bug; different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors/quantization failure vs MXFP4 load fallback; different scope." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs processor output shape mismatch; unrelated behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking in protobuf fallback vs bare except swallowing errors in Fuyu conversion." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype loading bug; different model internals." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs trainer API signature regression; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit reduce_labels truncation bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs PIL torchvision dependency regression; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default vs Whisper batch decoding special-token handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading breakage vs init_empty_weights unexpected argument TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs multimodal token counting undefined names." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM.from_config text_config unwrap bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token helpers vs batched video processor shape bug; related area but different defects." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark CPU offload device mismatch vs Qwen3_5MoE rotary embedding CPU offload compatibility." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning vs Qwen3 MOE accelerate/deepspeed conversion 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": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43257|issue:43696", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "33350b9d48a7df8d3b5864b14461db8cd8611ffbce1f14d2993da0a9e97b67dc", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37765, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: the cluster spans unrelated tokenizer, video, model-loading, quantization, DeepSpeed, and dtype bugs. None of the paired issues look like the same underlying defect with a plausible one-PR merge path.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45488 is the most concrete, actionable bug report in the set; it states a specific tokenizer regression with a clear causal change and downstream breakage, whereas most other issues are either orthogonal or much more generic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone issue here because it has a precise failure mode, a named affected family, and a clearly scoped fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: one is TrainerState bookkeeping, the other is perplexity for gpt-oss-20b. No shared code path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (special-token addition vs codec/warning behavior). Not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined helper/variable bug in multimodal token counting and the other is a broader video-input regression across several models. Too broad to merge as one fix." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState num_input_tokens_seen updates." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe with FineGrainedFP8Config versus a key error loading MobileLLM-125M. No concrete shared defect." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is init_empty_weights/_is_hf_initialized handling, the other is PIL image processors incorrectly requiring torchvision. Different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is model-specific; the other is a generic report that tokenization changes across versions. Not enough evidence of the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+DeepSpeed MOE weight conversion issue is unrelated to a Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loader breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping and a video-input ValueError in Qwen3OmniMoe are different failures." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs loss is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 visual-encoder save_pretrained keys are different model-specific bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer settings. Different root causes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error for CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and CLIPTokenizer model_max_length constant are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and CLIPTokenizer max-length handling are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is a v5 video-input regression across several Qwen families. Not the same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video regressions, but they cite different affected models and symptoms; no clear one-to-one duplicate evidence." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and StopIteration in Qwen3-vl-embedding are distinct failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a minimum PEFT version bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M load key error and init_empty_weights unexpected argument are different loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are separate dtype issues in different model families." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict and tokenizer loading failure for est-roberta are not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in a SigLIP2 model and Perceiver image-classification failure are unrelated vision issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-side arange placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure and Gemma4 PLE device mismatch are unrelated model/runtime bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to compute_loss receiving an unexpected keyword argument." + } + ] + }, + "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": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43257|issue:43756", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43749|issue:44756", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "a6acdbd2483cf168caf6730fb4e1b01ebc580a448341a7218b7476514939ec92", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans many unrelated Transformers issues across tokenization, model loading, config handling, vision, and platform-specific failures. I do not see a single duplicate family to collapse; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the items cover distinct bugs and regressions across unrelated code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall anchor if one must pick one: it is a broad, current regression report with multiple models affected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: one is rotary_pct not persisting on reload, the other is a TypeError in rope validation on JSON-loaded lists." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash from a missing backend_tokenizer attribute." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The first is an isolated reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression. Different underlying failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization in v5 is a different code path from FSDP CPU RAM efficient loading breaking." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a model loading/pipeline output issue." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend in a torch install are separate dependency/import problems." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: one is a failing janus test, the other is loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and disabling mmap for Strix Halo OOM are different loading/runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install is not the same as Qwen2_5_VLForConditionalGeneration being unavailable to import." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Environment-level PyTorch missing error is distinct from a specific Llama 3.2 90B Vision model loading regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is incorrect visual encoder key saving for Qwen3.5; the other is wrong token IDs from AutoTokenizer across several models." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error when loading MobileLLM-125M is not the same as missing Float8 storage object handling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "An unreleased PEFT version pin and auto_mappings referencing removed configs are separate maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and zero-loss single_label_classification are different model families and code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic missing fields with trust_remote_code and Qwen3_5MoeVisionConfig strict-dropping a field are related in theme but not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency error is unrelated to a poor error message when LayoutLMv3 boxes lack enough information." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 dropping RoPE layers and Qwen2.5-VL still-image position scaling are both rope-related but clearly different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config-handling issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is a different path from Perceiver image classification failing with interpolate_pos_encoding." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regression types." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one crashes in apply_chat_template batching and the other has wrong vision_position_ids for video input." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight dimensionality error is unrelated to LayoutLMv3 box-content error messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:41720|issue:43906", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:43577|issue:45588" + ], + "prepared_review_unit_hash": "ad0585f0ae0ccdc6e031811f515f3d885d3123aabded81fc0d474b71d3607d91", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions (tokenizers, processors, generation, loading, backend/device issues). None of the soft pairs look like the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the cluster well: the items span different subsystems and failure modes, so any one issue would be a poor representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe purposes. If forced, 43452 is broadly about loading regressions, but it does not represent the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: ZeRO-3 Gemma3 loading index error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different components and symptoms: AutoTokenizer/AutoModel loading with gguf_file vs BLIP2 dtype not propagating." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is a reproduction of an earlier issue; the other is a Gemma pipeline roundtrip/tokenization problem." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete bugs differ: device-dependent lm_head serialization vs translation-model weight tying behavior." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Loading gguf_file regression is unrelated to model_info() being called offline in _patch_mistral_regex." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC.from_latents parity bug vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug vs Gemma4 device_map=\"auto\" device mismatch during forward." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Segmentation-map processing failure is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/images access and the other is Kimi tokenizer codec/warning handling." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different API concerns: max_shard_size default vs AutoProcessor failing to pass kwargs to cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token registration vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: undefined tf backend with tensorboard vs tensorflow_text not in BACKENDS_MAPPING." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task error is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same area (chat templating) but different edge cases and failures, so not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities is unrelated to processor.tokenizer/images regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer issues: BigBird special-token registration vs mdeberta add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model behaviors: BLIP2 dtype stays float32 vs RTDetrV2 output changes in v5." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but one is compiled-forward chunked generation inconsistency and the other is Qwen3 recurrent-state reset." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key with position id is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call and a tokenizer-loading failure for EMBEDDIA/est-roberta have different root causes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error loading a CLIP community model." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding_window Qwen3-MoE bug is unrelated to MobileLLM-125M key error during loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration and DiaConfig custom token-ID persistence are separate tokenizer/config bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the reproduction issue 38071 are not the same failure." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions: compiled forward chunking vs Qwen3.5 flash-attention behavior." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA issue on Bamba is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled SDPA on Bamba vs tokenizer AttributeError on MLukeTokenizer." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issue and FP8 inference failure on B200 are distinct hardware/code-path problems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None 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": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "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:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:28282|issue:33357", + "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44479|issue:44625", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "0e447508d8da8d4eac61d1ff95baeff9a98c61eeffa93da3156cd539cd0d5b4b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share at most a broad subsystem or symptom, but not the same concrete bug/change. No PRs are present, and there is no single canonical issue that subsumes the set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different failures: GPU broadcast rejects NoneType in Trainer, while the other is a TrainerState token-count update bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated issues: missing PyTorch ImportError versus token-embedding resize reinitializing lm head on post_init." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading bug for Beit semantic segmentation is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading, but one is a Beit config legacy-field preset issue and the other is BitNet packed-weight unpacking during accelerate load." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: Qwen3 auto device mapping causes cudaErrorAssert, while chunked generation diverges under compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained preset loading and OmDet-Turbo processor/model size mismatch are separate bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "One is v5 tied-weight serialization inconsistency for lm_head.weight; the other is sinq quantized save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading are different loader failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same bug as DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=auto is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate load and DiaConfig custom token-ID persistence are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a different failure from ScandiBERT load errors." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference failure on B200/SM100 GPUs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found ImportError and MacOS bus error on pretrained CLIP are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored in text_kwargs are unrelated behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config fields, but they affect different models and different attribute names, so not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss receiving num_items_in_batch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is not the same as pipeline() advertising unsupported translation tasks." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder keys in save_pretrained are separate regressions." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL variants and num_labels propagation in Qwen3.5 are different problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal instruct and bumping MIN_PEFT_VERSION to an unreleased version are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is an implementation parity issue with JAX." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype staying float32 and an MPS attention correctness issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "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:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:39692|issue:43295", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:43688|issue:45704", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "8fce7c3338a5ae0a31871d2c5194c9442b23d22d0c29d3a80f9437e93b4ac045", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "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 across tokenization, model loading, generation, training, and device/memory behavior. The soft pairs share broad themes but not the same concrete bug, so they should all be kept separate.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest representative here because it captures a version-wide tokenization regression theme, but it is still not a true umbrella for the many unrelated loading/training/device bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models and an FSDP CPU RAM-efficient loading break are different training-path bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "One is special-token insertion for mdeberta-v3; the other is wrong token IDs across Granite models. Related area, different bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and multi-GPU CUDA OOM are distinct problems with different causes and fixes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model preset and an unconditional hub model_info() call in offline mode are different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token config, but they affect different models and config fields, so they are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 documentation example error is not the same as a regression in processor.tokenizer and tokenizer image handling." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping and a feature-extraction length helper behaving unexpectedly are unrelated model internals." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and not unwrapping text_config in AutoModelForCausalLM.from_config are different loading bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss scaling and a T5 apex RMSNorm memory leak are unrelated code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization differing by device are separate v5 regressions." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation drift and a gradient blow-up under HfDeepSpeedConfig are not the same underlying issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and a Float8 storage lookup failure are unrelated compatibility issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU inference OOM and a PLE device mismatch with device_map=\"auto\" are different runtime failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are clearly unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Token ID loss on save/load and an AttributeError in MLukeTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are different bugs in different execution paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import handling on Python 3.13 are unrelated optional-dependency issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument in init_empty_weights are separate config/init regressions." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval and a ZeRO-3 gradient anomaly are not the same problem." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation and text_config unwrapping are both Qwen3.5 config issues, but they affect different fields and behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed and Qwen3VL MoE loading breakage are related family-wise but not the same concrete bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "A TP OOM on Qwen2-57B and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization and a tokenization regression are different subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure and a dependency-version bump are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch and Whisper empty-transcription handling are unrelated generation 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": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "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:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:45381|issue:46209", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:45200|issue:45325", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "b14a563ac4f0f03abec29272518c61d820825a786226e6f40e3d3ec342890c97", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary but not the same underlying bug or fix. No soft edge should be accepted. The strongest standalone issue is the Gemma4 processor/tokenizer regression because it is concrete, user-facing, and broader than the other highly model-specific reports.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue for deduping: these items span unrelated failures across tokenizer, generation, quantization, loading, and model-specific regressions. If one must be highlighted, issue 43295 is the broadest actionable regression, but it is not a duplicate of the others.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43295 is the best standalone representative because it reports a concrete regression with clear impact and a reproducible processor/tokenizer breakage, making it more actionable than the other narrowly scoped or orthogonal issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Different failures: Flash Attention 2 CI vs MLflow reporting on job failure; no shared code path." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention model behavior, but one is SigLIP2 output quality and the other is a position-id key warning; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration AttributeError vs quantized save/load breakage; unrelated paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and multimodal model loading are distinct issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState accounting bug; different subsystems and symptoms." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to a trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux loss normalization and quantization offloading are different features with different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is assistant mask generation and the other is tool-call tokenization crash; not the same underlying defect." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention version-check/import bug; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing error in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; different model families and bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation TypeError and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure vs SigLIP2 zero probabilities; no overlap in bug mechanism." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device_map forward mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but offloading behavior and sinq save/load corruption are distinct problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are separate training behaviors." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs hidden-state output bug in Qwen3.5; different generation issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation vs return_tensors being ignored when text_kwargs is set; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list validation are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs tokenizer argument precedence bug; different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch do not share a code path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug vs MacOS bus error on CLIP model; no common underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are both multimodal, but they affect different APIs and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same as an image-size mismatch between processor and model." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on 5.1.0 are different version-specific issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/version regressions, but one is a missing config field and the other is meta-device loading breakage." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to tokenizer codec/regression handling in Kimi-K2.5." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken docs example and return_tensors precedence bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL temporal position scaling are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-433", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:44561|issue:46234", + "issue:37428|issue:43824", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:43262|issue:43450", + "issue:41720|issue:46209", + "issue:45520|issue:46170", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "07bc3d2663c881bab35eb3cdbebf32ce2eb1734eabc589229164a7207eba713a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37168, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated model-specific bugs, import errors, docs regressions, or performance issues. No strong duplicate cluster emerges; the only near-match is within multimodal chat-template handling, but even that is not concrete enough to merge confidently.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 44521 is the broadest and most central API-level bug in the set: it targets `apply_chat_template` on multimodal inputs, has active references, and is the best representative if one issue must stand in for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most representative issue here because it touches a core shared user-facing path (`apply_chat_template`) and is phrased as a general multimodal bug rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver resizing/interpolation vs RT-DETR memory release." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA vs DeepSpeed ZeRO-3 gradient growth." + }, + { + "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; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but on different configs/models; not enough to treat as one underlying defect." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both affect loading/import, but one is a missing flash-attn helper import and the other is meta-device loading regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated issues: batched video processor shape vs tensor-parallel OOM on Qwen2." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import failures (`flash_attn` vs `tensorflow_text`) with no shared concrete code path." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a model class vs a detokenization regression; unrelated failures." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and a GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype mismatch in eval vs MoE training memory usage." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processor bugs: label reduction in Beit fast processor vs `return_tensors` handling." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration vs a stale CI device override test." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs Python 3.13 flash-attn import/backend issue." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import-utils helpers, but they gate different features and different remote-code failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols/classes in different import paths." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability bug and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks; not clearly one fix." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model/runtime failures: CUDA assert on A800 vs FP8 inference on B200." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/dependency import failures with no shared code path." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch and a GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size bug vs AMP/CUDA loss crash are distinct issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different APIs and different removals." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model/component logic: DAC latent mismatch vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor crash on unsupported arg vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attn symbol import and Torch 2.10 incompatibility are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-433", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "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:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43278|issue:43825", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "94df5672862af146a8c3b3b045bfa11f8b3361f6e05c324904bc04ab4f70551a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: issue 45310 and 45478 describe the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0. The rest of the soft pairs are only superficially similar and appear to concern different code paths or symptoms, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is earlier than 45478, has the same title/problem statement, and is the cleaner anchor for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest representative issue in the set because it is a direct duplicate target with the clearest, most specific failure description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Both mention model/runtime behavior, but one is a CPU offload device mismatch and the other is a feature-length helper bug in qwen3_omni_moe." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different symptoms and code paths: Janus image generation test failure vs stale generate warning for num_return_sequences." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different problems: Pegasus v4/v5 output drift vs Qwen3 modular recurrent state reset with cache." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category cardinality runtime error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template tool-call crash and qwen2.5-vl video position_ids issue affect different APIs and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and flash_attention s_aux=None are different model/integration bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Gemma4 PLE device mismatch are different forward-path failures." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile issue and GraniteSpeech stale device override failure are unrelated CI/model bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different import paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is a different code path from the position-id/key warning issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BEiT pretrained preset loading with a legacy field." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention auxiliary-attribute crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different runtime failures." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated CI issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate and a pipeline error message regression are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics truncation in tuple labels is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe length computation are different subsystems." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils helper are different import/exception-handling issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate: same title, same transformers>=5.4.0 Qwen3.5 MoE from_pretrained error, so they describe the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to GraniteSpeech stale device override failures." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space bug and embedding reinitialization after resize are different behaviors in different components." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer incorrect results are different model-specific regressions." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI device override bug do not share the same underlying cause." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both involve runtime mismatches, but one is CPU offload and the other is float16 AMP/CUDA loss computation; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate choice is well grounded: 45310 and 45478 have the same title/problem statement, and selecting the earlier issue as canonical is reasonable. The soft-edge verdicts are conservative overall, mostly staying at the level of title-based dissimilarity rather than asserting stronger evidence than the packet provides. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "5a8a500586b956e19966c90c7e6be3acad6c1ef48fa8da9827c5027e4fbf9c71", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are only loosely similar at a subsystem level and do not look like the same underlying bug/change. I would not merge any of the suggested pairs as duplicates; the only partial thematic overlap is among a few v5 tokenizer/regression reports, but they remain distinct failures.", + "confidence": 0.93, + "canonical_issue_reason": "If a single representative is needed, issue 45920 is the broadest open regression report in the set and has the clearest user impact across multiple models; however, the cluster does not actually contain a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best anchor only because it is broad, active, and well-scoped as a v5 tokenizer regression affecting several models, even though the other items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer-ID regression vs. return_tensors being ignored with explicit text_kwargs; different API paths and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings; different models and bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to the v5 import break from removing is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different concrete problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP float16 crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a separate regression from Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision is unrelated to token-embedding resizing reinitializing lm_head." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is a different failure than the Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and Trainer GPU broadcast NoneType are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is not the same bug as the qwen3_omni_moe length helper." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs being lost in config save/load is a different serialization issue than loading the wrong custom module." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same concrete bug as post_init reinitializing output embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM are unrelated load-time issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper import breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale num_return_sequences warning are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and flash_attention.py s_aux=None crash are separate failures." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading problem is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import break from mistral_common is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support issues do not match the sink-less flash_attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift between train/eval and gradient checkpointing in eval are different behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Missing GenerationMixin import and missing _flash_supports_window_size import are separate API breakages." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation-output differences and lm_head serialization inconsistency are distinct v5 regressions." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent state reset." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and GPU broadcast NoneType error are unrelated issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale generate() warning are not the same underlying defect." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf decode-error masking and leftover dummy class cleanup are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:33357|issue:39692", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43066|issue:44462", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:29942|issue:36010", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "5ab9e8e6751ad943b2a07707fc5fb694fcc97535afd2e2643835a0b1d07d9256", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers issues with superficial text similarity, but the pairs describe different model, tokenizer, processor, serving, and training failures. I would not merge any soft edge; the cluster is better treated as separate bugs that happen to share subsystem vocabulary.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the broadest and most centrally framed bug report in the set, with active discussion and inbound references, so it is the best triage anchor if a single representative is needed. That said, the surrounding items are heterogeneous and do not appear to be duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most generic and discussion-rich report, making it the most suitable single issue to represent the cluster for navigation and triage. It should be used as an anchor only, not as evidence that the other items are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Both involve model components and memory-like behavior, but one is a dummy Conv2d in Sam3PixelDecoder while the other is RT-DETR cleanup/memory release; different bugs and code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both mention tokenization-related failures, but one is LayoutLMv2 NER/padding crashes and the other is Wav2Vec2 save_pretrained/tokenization failure; not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a Transformers 5 loading regression around base_model_prefix, the other is a rope-parameter validation TypeError on JSON-loaded lists; unrelated failure modes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is a config mismatch, while Qwen3.5 flash-attention generation issues are an attention/runtime bug; no shared underlying code path." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization problems both touch tokenizers, but they affect different tokenizer implementations and different crashes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor unsupported center arg is an extractor API regression; qwen2_5_vl/qwen3_vl video input regression is a multimodal processor issue, not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are Mac/CLIP-ish vision issues at a high level, but one is a bus error on community CLIP models and the other is a SigLIP2 docs example mismatch/quantization failure." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor loading fails because of a missing mistral_common import, while the protobuf issue hides tokenizer errors when protobuf is absent; distinct root causes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different image/model pipeline problems with no concrete shared bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient boxes and TrainerState num_input_tokens_seen not updating are unrelated; one is user-facing validation, the other is trainer accounting." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepseekV3MoE divergence are separate broad regressions with different triggers and affected subsystems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and quantized model saving failure both involve quantization, but one is loading/configuration and the other is serialization/saving." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and RT-DETR memory release are different model correctness vs lifecycle issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated; one is export compatibility, the other is tokenizer/model save behavior." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and Qwen2-57B-A14B-Instruct tp OOM are different performance/correctness issues with no shared fix." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are entirely separate legacy bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in Transformers v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-loading related, but they concern different logic and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path trailing-slash import warning and quantization offloading not working are unrelated; one is path parsing, the other is model offload behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve loading/resource behavior, but offloading with quantization is not the same as Gemma4 multi-GPU CUDA OOM; different models and failure mechanisms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation wrong tensor indexing in transformers serve is a server-side runtime bug, while Gemma4Processor missing _tokenizer is an initialization/API bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings with mixed-length batching are different tokenizer vs attention-masking defects." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask token registration is a specific tokenizer special-token bug, whereas FastSpeech2ConformerTokenizer loading failure is a different AutoTokenizer resolution problem." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated model-specific issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs; not the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch and RT-DETR memory release are different vision-model issues with different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU deployment issues, but they are distinct failures with different causes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Mac bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer drop and DeepseekV3MoE divergence are model-architecture discrepancies in different families, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading ImportError and transformers serve missing _tokenizer are both Gemma4-related, but one is dependency import failure and the other is a processor attribute bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated issues with different components and triggers." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change during evaluate and undefined video multimodal token counting are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43723|issue:44554", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:43575|issue:43701", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45584", + "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "f7c68ca10fa952112fb56de2e4889b9df210de62a3a23d79c9d8f6978726d6c3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34969, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are broadly similar only at a superficial level (regressions, loading errors, tokenizer/generation bugs) but they do not describe the same underlying defect or fix path. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs in different processors: BEiT Fast image label reduction vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs Qwen3.5Moe rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading failure in v5 is unrelated to an MPS attention correctness bug with mismatched value/query head dims." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-time Python issues, but one is auto-docstring annotation handling and the other is Gemma 4 processor loading via mistral_common ReasoningEffort." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific problems: DeepSeekV3 native implementation divergence vs D-FINE auxiliary loss omission when denoising is off." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve image/processor code, but one is a label reduction bug and the other is LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3-MoE failures: missing pad_token_id on text config vs sliding_window behavior in MoE models." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM loading a large Qwen2 model; the other is a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different detection/image bugs: BEiT label reduction vs LwDetrImageLoss AMP CUDA crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category-count limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local path import warning and gradient checkpointing eval-mode restriction are unrelated behaviors." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model TP OOM is not the same as increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a generic dependency issue with transformers do not describe the same failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: Qwen3.5 recurrent state reset with cache vs Whisper processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Both are library bugs, but one is LayoutLMv3 error messaging and the other is token embedding resize/post_init reinitialization." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is a different issue from Qwen3-VL weight shape mismatch during loading." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom model init breakage is not the same as patchtsmixer no-longer-allowed optional post_init behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated processor regressions." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but one is flash-attention behavior in Qwen3.5 and the other is Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and flash_attention s_aux=None AttributeError are different failures in different subsystems." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on pretrained CLIP models is not the same as unexpected zero probabilities in siglip2-base-patch16-224." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 NaN embeddings with sliding-window all-padding windows." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space after added token is unrelated to Trainer/_gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution interpolation failure are different model/input-path 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": 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-10000-433", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:42175|issue:46234", + "issue:32090|issue:33290", + "issue:44442|issue:45803", + "issue:43550|issue:44743", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:45290|issue:46209", + "issue:43761|issue:44188", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "fd3087ff478a757181b3ae5286e11fa90c010c95c0ba65e80f249c103b3e38d8", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues. The soft-similarity pairs share surface themes like loading, configs, or regressions, but they do not look like the same concrete bug/change, so no duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong canonical fit because the set is heterogeneous. If forced, issue:45698 is the closest representative: it is an active, clearly scoped `from_pretrained`/`save_pretrained` custom-module loading bug, but it still does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Different failures: DeepSpeed/Adafactor OOM versus TrainerState token counter not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both touch training behavior, but one is eval-mode gradient checkpointing and the other is quantization/offloading; different root causes." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants; the other is a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Separate model-loading divergence reports for different architectures and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Unrelated areas: BitNet packed-weight loading versus tokenizer loading failure." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different versions and different mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is backend packaging for TensorFlow in extras; the other is a missing import_utils symbol for a specific availability check." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed OOM are distinct runtime failures." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading versus a tensor conversion exception-handling bug; no shared code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "One is torch.compile/SDPA failure in Bamba, the other is recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a shape mismatch on load and the other is a save_pretrained regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation parity versus documentation references; not the same underlying issue." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different loading/import breakages with different symptoms and code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is API parity for Gemma3TextConfig and the other is text_config unwrapping in multimodal CausalLM creation." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call crash and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior versus Gemma eos_token_id mismatch; no shared failure mode." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load flows, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Config reload bugs, but one drops fields with trust_remote_code and the other resets GPTNeoX rotary_pct on reload." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1 versus a missing backend mapping entry are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init API policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and sequence-classification loss computation are different subsystems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error versus DeepSpeed ZeRO3 deque underflow; different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/low-signal issue versus Gemma roundtrip tokenization failure; not a duplicate." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with optimizer/deepspeed and a model-loading regression are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script versus unrecognized-model config loading error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information error and CLIP MacOS bus error are unrelated model/runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 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-10000-433", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "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:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:33290|issue:45656", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "7db45a1fbb99769d1ddda5933085c6a8f2dfaa961fc92e6b67c1df011a5d219f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35194, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs share broad Transformers ecosystem themes, but none look like the same concrete bug or change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the strongest representative of a concrete, user-facing regression with substantial discussion and active impact around save/load behavior for custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most broadly useful canonical issue in this set because it is specific, actionable, and close to a common model persistence workflow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated symptoms: pipeline top_k nesting vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both touch pipeline-related APIs, but one is a tokenizer/processor regression and the other is an error-message wording issue." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: running 3d_parallel.py vs tensor-parallel OOM on a specific model." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but one is a video input ValueError and the other is a batched chat-template crash." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and failures: Gemma config API discrepancy vs Mistral-3 dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token/decoding behavior, but one is eos_token config inconsistency and the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "No shared underlying bug; ESM2 breakage and a Janus test failure are distinct." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is a Gemma API discrepancy and the other is strict loading for a different model config." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed Adafactor OOM is unrelated to post_init reinitializing tied embeddings." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Model TP OOM and a key error loading MobileLLM are different load-time failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor in deepspeed is not the same as optimizer.step being called twice." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm import dependency failures." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but weight tying and FlashAttention failures are different concrete bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to eos_token_id mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in a decoder is unrelated to a CUDA OOM in Sam3Video." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup and a missing vision-encoder attribute are distinct failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is broader than, but not the same as, GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to an unrecognized model config error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Config inconsistency for eos_token_id is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different model-specific bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config field mismatch and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend handling is unrelated to a missing import_utils symbol for falcon mamba availability." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync logic and metric gathering label trimming are different subsystems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy preset field and the other is incorrect custom-module restoration after save_pretrained." + } + ] + }, + "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-10000-433", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44479|issue:44734", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:46082|issue:46121" + ], + "prepared_review_unit_hash": "91c7bcaae9dbbc9254d572d00d2ca29d509cf45970e6dd28677c6e3ea34a276a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only issue:43644 and issue:44534 are a true duplicate pair about the same v5 non-persistent-buffer corruption regression. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44534 is the clearest representative of the duplicate buffer-junk regression; it states the bug broadly and matches issue:43644's earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best global issue representative because it captures the concrete regression succinctly and is the cleanest duplicate target for issue:43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: patchtsmixer post_init policy vs non-persistent-buffer initialization corruption." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: missing GenerationMixin cache vs recurrent-state reset with cache." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden-states output regression is unrelated to router load-balancing loss omission." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different failures: buffer junk regression vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are video/KV-cache adjacent but the concrete failures and code paths differ." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure is unrelated to Phi-4-multimodal model loading." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Test failure for Janus vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning pipeline() are unrelated to a SigLIP2 inference correctness bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as the 640px-vs-224px processor mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit after resize and trailing-slash local path import warnings are different issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug is unrelated to the DebertaV2 import IndentationError." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Buffer junk regression and GPTNeoX rotary_pct reload behavior are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local-model cache collision is unrelated to the missing import_utils symbol." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different config-related failures: patchtsmixer post_init policy vs granite_speech strict loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset loading error." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support issue is unrelated to a JIT parsing/IndentationError." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is not the same as the KV-cache continuation crash." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys on save." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json selection bug is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet is unrelated to the bare-except error swallowing bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to local dataset loading." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale CI test around device overrides is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-key list handling are separate configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:45563|issue:45584", + "issue:43854|issue:44964", + "issue:36246|issue:38617", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:41950|issue:44016", + "issue:44496|issue:45042", + "issue:43673|issue:44336" + ], + "prepared_review_unit_hash": "0f37a27bf2dc9ee032a05ea72083fb2f9b23bc06de5f2de9916335338cacc629", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form many unrelated bug reports across import errors, model configs, generation, pipelines, and docs. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected. If one issue must anchor the cluster, the Phi-4 multimodal loading report is the clearest standalone bug report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is a well-scoped, concrete model-loading regression with a specific model, failure mode, and version context; it is more representative than the other disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the strongest standalone issue here: clear repro domain, explicit impacted model, and actionable bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure vs TensorFlow/tensorboard backend error; unrelated causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and different generation/token embedding behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/processor changes, but they affect different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-handling bugs, but on different model configs and different missing/defaulted fields." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is output inconsistency and the other is a stale warning." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import symbols and different modules; same broad symptom only." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and sys.modules safety are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile/runtime failure and the other is a version-check/import gate bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Image-utils import error vs Qwen3.5 chat crash; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy conv are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other lacks model_type entirely." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device test failure is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both concern loading models, but one is a specific Phi-4 load failure and the other is a broken auto-mapping reference." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs with different triggers and outcomes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different loading failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two distinct import errors in different modules; not the same missing export." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server KV-cache crash and trust_remote_code cache-path collision are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper API breaking trust_remote_code models is not the same as local cache path collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model implementations and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral models and FlashAttention failures are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug vs pipeline documentation mismatch; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model recognition/config error vs image processor torchvision dependency issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI color output in loading_report 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-10000-433", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:43441|issue:45588", + "issue:42175|issue:44279", + "issue:43388|issue:43688", + "issue:44075|issue:44368", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:45372|issue:46234", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:44016|issue:44062", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "3bb1ca519485302860c8475a412a338f913ff47ed262e84926294e3691614a13", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly loose similarity matches across unrelated bugs (imports, tokenizer behavior, model configs, docs, training utilities). None of the soft pairs looks like the same concrete underlying bug/change, so all are rejected. No PRs are present; I chose a broad, user-facing regression issue as the best issue representative.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43295 is a clear, high-signal regression report with concrete reproduction impact and a broad API breakage surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the most representative cluster member because it is a direct regression affecting existing code paths and has a clearly stated failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and failure modes: sparse-layer config construction vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the bugs are different: one is a Ministral-3 FlashAttention failure, the other is an AttributeError on s_aux=None in sink-less models." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Unrelated dependency/package issues; one is missing TensorFlow in an extra install, the other is a generic transformers dependency complaint." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different code paths: metric gathering drops tuple labels vs incorrect auxiliary-loss normalization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a feature-extraction function bug are not the same underlying issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one breaks model loading and the other corrupts save_pretrained output; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to auxiliary-loss usage in D-FINE." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for a pipeline is not the same as an unrecognized-model config loading error." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No shared underlying bug; one is a non-informative issue title, the other is an FP8 inference failure on B200." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different failures: unknown model type in config vs AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior in T5Gemma is unrelated to Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-related, but they are different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and symptoms: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Auxiliary load-balancing loss omission and missing mm_token_type_ids default are distinct model/training behaviors." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Dtype propagation in Blip2 loading is unrelated to incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5/3VL, but one is a load-time failure and the other is a save_pretrained serialization bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A pipeline processor lookup bug is not the same as remote_code breakage across recent versions." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors from different namespaces and causes." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a version floor bump to an unreleased PEFT release." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache symbol and a broad collection of import errors are not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is a broken example and the other is stale pipeline docs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are regression-style tokenizer complaints, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45812", + "accept": false, + "reason": "Different affected models and symptoms: processor/tokenizer API breakage vs wrong token IDs for Granite models." + }, + { + "left": "issue:43388", + "right": "issue:45216", + "accept": false, + "reason": "Metric gathering/label truncation is unrelated to incorrect checkpoint saving." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "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:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "1ce5a2d442dcde25ccb5b098c83d57a433acba72179c60a400ab5410799b99c5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, loading, attention, CI, docs, and performance regressions. None of the candidate edges looks like the same underlying bug/change, so all soft links are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical representative; the set mixes unrelated bugs and regressions rather than one duplicate theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the broadest representative of the tokenizer-loading subset and is the closest fit among the available issues, but it still does not cover the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different failure classes: compiled flex_attention on torch>=2.9 vs an optional TensorFlow/backend import issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and a PEFT version bump are unrelated release/dependency problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading reports, but they target different models and likely different load paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A vague data request is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility issue is not the same as a model-specific loading failure." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex-patching crash." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape handling is unrelated to a generic dependency issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility and dependency problems are different root causes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-time tokenizer_class mismatch and load-time tokenizer.json resolution are different serialization paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device placement, while this gemma4 issue is about resize_token_embeddings not updating related layers." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and a Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized offload loading are opposite workflows with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 ZeRO-3 from_pretrained are different loading/saving problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save file loss is unrelated to a tokenizer/filtering performance regression." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different vision-model bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision drift and torch.split return values in a MoE indexer are distinct code-path bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Deepseek tokenizer regressions affect different models and logic." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading problems and ESM2 model breakage are not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but Ministral FlashAttention and compiled flex_attention on new torch versions are different implementations." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and incorrect SigLIP2 outputs are different problem types." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video-processor shapes and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and gemma-4 ZeRO-3 loading are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing nn import in sentence-transformers and a TensorBoard-without-TF backend error are different import-time dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs drift and intermittent import slowness 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": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43976|issue:44964", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "68e3cd471b47eb6971dfb5e7674839ed11ff6f8bc9fc3e67314803802eb015f5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues: import/export regressions, model-specific loading bugs, cache/offline behavior, performance complaints, and a few doc/notebook problems. I do not see a single underlying duplicate bug tying them together, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 44521 is the strongest standalone bug report in the set: it is concrete, recent, has multiple inbound references, and describes a reproducible multimodal chat-template failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue overall because it is specific, user-impacting, and well-scoped to a concrete code path rather than a vague symptom or docs-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different failures: missing `pad_token_id` on a config vs `trust_remote_code` returning an incomplete config object." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the `init_empty_weights` TypeError during model loading." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templating, but one is an audio sampling-rate default and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention divergence is unrelated to ANSI codes emitted by `loading_report`." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import/export error for `AutoImageProcessor` is not the same bug as Python-version incompatibility in 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "These are different code paths: a Float8 storage lookup error vs a Qwen chat-model crash." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache handling and CLIPVision hidden-state output are separate regressions." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code leakage in loading reports is unrelated to a wrong docstring for `position_ids`." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model max-length question for DeBERTa is unrelated to the missing `transformers.onnx` module import." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen/MoE, but one is a cross-version LoRA compatibility issue and the other is a specific model-loading regression in v5." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading `position_ids` after buffer registration is not the same as `from_pretrained` failing for gemma-4 zero3." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance and an unrecognized-model/config error are unrelated bug classes." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are both loss-related, but they affect different models and mechanisms." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency has nothing to do with inconsistent EOS token configuration." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A pipeline dispatch bug for video classification is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing exported model class is not the same issue as Python 3.9+ incompatibility." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; these are not the same underlying import bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version support is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regressions and embedding-resize propagation are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access error is not the same as a major post-upgrade filtering slowdown." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling and removal of `is_torch_fx_available` are separate regressions." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash is unrelated to a Qwen chat loading crash." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention unsupported warning is not the same as a general Flash Attention 2.0 issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 multimodal token-type IDs are unrelated model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch for `return_all_scores` is unrelated to unsafe `sys.modules` access in code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "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:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45987|issue:46082", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", 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unrelated bugs across Qwen/SAM/Deepspeed/tokenizer/config/loading paths, so none look like true duplicates of the same underlying change or defect.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5-VL image processor is unrelated to a Deepspeed/Bert zero-sized tensor crash." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and unsafe sys.modules access are different code paths and failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config error is not the same issue as modeling_utils sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention on delete is unrelated to MaskGenerationPipeline dropping final partial batch results." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor chat-template sample-rate default is distinct from slow import-time performance." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing Qwen vision config field is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is different from a ZeRO3 deque underflow." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings propagation bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config loading and Qwen3.5 MoE vision config dropping a field are separate model-config bugs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are different defects." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated testing/runtime issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-load failure on transformers>=5.1.0 is not the same as tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in v5.3.0 and Windows ROCm torch.distributed import issues are separate platform/model problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker warning are related to SAM3 but not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache is unrelated to Gemma 4 requiring zeroed mm_token_type_ids." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing Sam3VisionEncoderOutput field and Qwen3OmniMoe video-input ValueError affect different models and code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Generic tied-weight serialization inconsistency and t5gemma-specific decoder.embed_tokens resize issue are not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma_speech zero3 loading and duplicate optimizer.step under deepspeed are different Deepspeed behaviors." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure on \u2581 are unrelated API/tokenization problems." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque underflow is not the same as auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "tie_word_embeddings warning noise and flash-attention generation failure are separate Qwen3.5 issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache corruption and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 weight-tying warning and paged generate stale warning do not describe the same defect." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech strict config loading and ROCm/Windows distributed import errors are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3.5 tie_word_embeddings warning are different loading/config issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy change are unrelated model/config topics." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44530", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:42886|issue:45229", + "issue:45003|issue:45561", + "issue:44530|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43452|issue:45003", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43673|issue:43827", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:46077|issue:46123", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "db6f01d26686a0cba96e01805ae15bb60c6ec60ac31629000bbdf8662a94818a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports with similar wording around loading, config, generation, tokenizer, and vision/model-init regressions, but I do not see a true duplicate group here. Most soft edges are false positives from broad title similarity rather than the same underlying bug.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s recurring theme of v5 model-initialization regressions, even though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it is the most general and central to the apparent v5 breakage theme; however, it should be treated as a representative, not as a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but they are different failures: missing GenerationMixin cache in chunked prefill vs wrong indexing in /v1/responses KV-cache continuation." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache-loading failure and Gemma4 CUDA OOM are unrelated problems." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a pytest-xdist file-write race are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and Windows ROCm torch.distributed import/type errors are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained APIs, but one is tokenizer metadata mismatch and the other is processor missing files; not the same concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a data-filtering slowdown regression are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading failures and unsafe sys.modules access do not look like the same code-path problem." + }, + { + "left": "issue:43643", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig is not the same as the ESM2 breakage described here." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A filtering-performance regression and an optimizer-step bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing removed pipeline() APIs are not the same issue." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-processing slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Issue 45230 is too generic to establish duplication with the Gemma-4 zero3 from_pretrained bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are video/vision model issues, but one is a missing attribute in SAM 3 video and the other is wrong vision_position_ids in qwen2.5-vl; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute in SAM 3 video and trust_remote_code missing fields are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained error and processor.save_pretrained missing files are not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "A missing PyTorch ImportError and a hang while loading Sentence Transformers are different failures." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they target different code paths: sync_gpus kwargs update vs chunked_prefill cache handling." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 configuration docs and remote-code meta-initialization compatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video attribute error and add-new-model-like tokenizer-mapping failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors around image-processing APIs, but they refer to different missing symbols/modules and do not clearly describe the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped by @strict and the other is a generic from_pretrained error; not enough to call them the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation handling crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5-Moe, but one is a broad from_pretrained error and the other is a specific config-field omission; the evidence is too weak for a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:42222|issue:45200", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "3c771669f0e423b1c8ed76135f1df1ce32bb5b8219ccbcbc081daf2d4d5e9531", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36963, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated singleton issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704); the rest share broad themes at best, but not the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 is an exact-title duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest canonical issue in this set because it has the clearest duplicate match and the most actionable description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related failures: a server crash from missing `_tokenizer` versus a pipeline roundtrip issue on the underscore token." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with identical title and matching symptom." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque underflow error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for a specific Qwen2.5-VL class." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is a `save_pretrained` FP8 issue and the other is a `from_pretrained` error for Qwen3.5; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "An accuracy regression in FineGrainedFP8 is not the same bug as FP8 MoE save/pretrained handling." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import regressions for different API symbols; same general symptom, not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend extra selection is unrelated to leftover dummy class cleanup in `dummy_pt_objects.py`." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to a pytest-xdist race in testing utilities." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoding is unrelated to router-logit/load-balancing-loss handling in MoE." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-file race and a broken auto-mapping entry are different CI issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync logic is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to the xdist race on `captured_info.txt`." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma4 `mm_token_type_ids` behavior are different model-specific bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang for Sentence Transformers is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in `processor.save_pretrained` is a different bug from Qwen3.5 MoE load errors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to final-partial-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation-state bookkeeping and attention-kernel branching are different concrete problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they concern different missing names and different integration points." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regressions and BOS/EOS special-token behavior are not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus Kimi-K2.5 codec handling / warning message." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but for different models and root causes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor API and remote-code meta-init incompatibility are unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to an auto-docstring annotation crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts are appropriately conservative overall. The duplicate call on 42673/43704 is supported by the identical titles, earlier timestamp, and larger body on 42673. No mergeability issues apply since this is an issue-only set." + }, + "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": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "84c4427cbd86ef2b5599bab5b9af56b77aeb45556d5491ac1b87412e726f5a6d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/model bugs, trainer issues, config regressions, and docs problems. None of the soft edges look like the same underlying defect, so all candidate pairs should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue; the items span unrelated bugs and regressions across different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is one of the more concrete code-path bugs, but it still doesn't represent the rest of the mixed cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs. a docs/parameter-name mismatch; different problems." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is unrelated to a `set_training()` doc mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-ids buffer access bug vs. optimizer step being called twice; unrelated code paths." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug is unrelated to missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 behavior, but one is tokenization cleanup and the other is model output drift for Pegasus; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue vs. leftover dummy classes in `dummy_pt_objects.py`; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend after `pip install .[torch]` is unrelated to a missing `image_utils` import." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output change vs. `AttentionInterface.register` behavior change; different subsystems and failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained` bug is unrelated to tokenizer class metadata mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization bug vs. `ModelOutput` key assignment bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` vs. dummy classes leaking into `dir(transformers)`; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch vs. optimizer double-step; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility problem vs. missing import; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save bug vs. processor save_pretrained missing files; different save paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure vs. LlamaConfig head-dim validation; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs vs. Llama 3.2 Vision model loading regression; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs. processor serialization missing files; different failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaulting bug vs. Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-status bug vs. custom trainer signature change; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count overflow vs. attention registration behavior change; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting bug vs. embedding resize/reinit bug; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing import error vs. MLflow reporting bug; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression vs. LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; both packaging-related, but not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 MoE `from_pretrained` error; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg regression vs. auto-docstring crash with future annotations; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs. Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions vs. FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "`torch.split` return-value handling bug vs. remote-code/meta-init incompatibility; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug vs. Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading bug vs. pipeline-parallelism output bug; unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save bug vs. `max_shard_size` question; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position-ids buffer read bug vs. processor save_pretrained missing files; 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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:43479|issue:43644", + "issue:44483|issue:45406", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:44945|issue:45753", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "61b79087ceaf101823b122aafe9de34be888f7258bd9de5befb12ef35306192d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35714, + "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 heterogeneous: mostly separate Transformers v5 regressions around imports, tokenizer/config behavior, quantization, and a few model-specific bugs. None of the soft pairs look like true duplicates. I chose the broad v5 import-regression report as the best issue anchor.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here: it describes many import errors after upgrading to 5.5.0 and is closest to the repeated import/load-failure reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue to anchor this cluster because it captures a recurring class of upgrade/import breakages rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch vs GLM-5 RoPE implementation bug; different problem and code path." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel vs LlamaConfig validation on head_dim; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaulting bug vs non-persistent buffer initialization issue; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection vs Gemma4Processor missing _tokenizer; distinct failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints vs Qwen3.5 save_pretrained key bug; different symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer load failure in v5 vs eos_token_id config inconsistency; related area but not same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both concern DSA indexer internals, but one is torch.split output handling and the other is a missing ReLU; different bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall vs zero-probability output on SIGLIP2; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash vs auto-docstring crash with future annotations; different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/error from missing rms_norm_eps vs remote-code meta-init incompatibility; not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized save/load, but one is dequantized Ministrals/Devstrals save failure and the other is sinq round-trip breakage; not identical." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration vs NaNs after checkout+init; different failure modes and likely different causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization bug vs rotary_pct not persisting on reload; separate config regressions." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Generic FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; different scope and symptom." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; both import errors but unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs cannot import Qwen2_5_VLForConditionalGeneration; different missing symbols." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime issue vs wrong docstring for position_ids; one is functional, the other documentation." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy issue associated with FineGrainedFP8 vs Qwen3-VL-Moe bug; different models and failures." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs mDeBERTa add_special_tokens/BOS-EOS regression; different tokenizer behaviors." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism produces wrong output vs infinite loop on a specific image; separate model/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5; related tokenizer area but not same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing is_offline_mode import vs broad many-import-errors upgrade report; overlapping theme only." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline failure vs quantized model save failure; different subsystems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None assumption vs AutoProcessor kwargs not forwarded; separate from_pretrained/caching issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command vs NameError importing sentence-transformers with latest transformers; different entry points." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba-9B-v2 vs AttentionInterface.register behavior change; unrelated code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API guidance issue vs DSA indexer torch.split bug; not the same change or bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init regression in Transformers 5.0 vs NaNs in classification heads on init; different manifestations and 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": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:43784|issue:45446", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "21345a071d6165be02f22439bb5406047b2dcb22dd360a472cbd9a5cab0f460b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformer issues across tokenization, import/loading, multimodal processing, generation, and model-saving paths. I do not see a safe canonical duplicate representative, and none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated bugs and regressions rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues cleanly subsumes the rest or represents the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both are bugs, but one is about reading a buffered position_ids tensor and the other about tokenizer_class metadata on save_pretrained; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs a MacOS bus error in a CLIP model; different symptoms and likely different root causes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor is a loading/path issue, while apply_chat_template with tool calls is a templating/runtime crash." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps is unrelated to a docstring correction for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel outputs are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "A generic AutoTokenizer loading regression is not the same as one specific tokenizer class failing to load." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import of sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure in v5 is not the same as Deepseek producing incorrect tokenization results." + }, + { + "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:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single missing AutoImageProcessor import does not match a broad set of import errors after version upgrade." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions and a batched apply_chat_template crash are separate paths." + }, 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"left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "An extra space added after an added token is unrelated to a loading hang in Sentence Transformers." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained and gguf_file incompatibilities affect different APIs and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenization across versions and Deepseek-specific incorrect results are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bugs and multi-label example-script output are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime behavior and FP8 save_pretrained MoE serialization are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failing to load cjvt/sleng-bert." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "A bad save_pretrained checkpoint and a from_pretrained error for Qwen3.5 MoE are related by model family but not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "An import NameError in sentence-transformers is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing regression have no shared underlying cause." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + 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If a representative issue is needed, the broad v5 import/regression report is the best umbrella candidate.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative regression report in the set: it summarizes multiple import failures after upgrading to v5.5.0, whereas most other items are narrower, model-specific, or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 best captures the general upgrade/regression theme and would be the most useful anchor for triage, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both involve training/generation internals, but one is an optimizer-state bug under FSDP2+PEFT and the other is a cache omission in GenerationMixin; different code paths and fixes." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Eval-mode gradient checkpointing and pipeline-parallel output corruption are unrelated behaviors in different execution paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is an incorrect batched video-processor output shape, the other is a crash caused by missing torchvision during AutoProcessor loading." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but one is a GenerationConfig validation issue and the other is a flash-attention-specific Qwen3.5 generation bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights and NaNs after checkout/init are distinct defects with different symptoms and likely different fixes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leaking in Qwen3ForCausalLM threads and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping fallback bug and a Mistral regex patch crash in tokenizer loading are different tokenizer subsystems." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "A broken vitpose model import and a backend-mapping error for tensorflow_text are separate backend/model-loading issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing layer projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-loading problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and incorrect Qwen3.5 checkpoint saving are unrelated failures." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and runtime special-token/post-processor update behavior are different tokenization bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "These are both v5 strictness regressions, but one is an init_empty_weights argument error and the other is PretrainedConfig type-checking; not the same concrete code path." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Import errors for different symbols ('layer_type_validation' vs 'AutoImageProcessor') are separate missing-export problems." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning and a key error while loading a specific model are not the same defect." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size and a Qwen3.5 MoE from_pretrained failure do not share a code path." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json are different loading errors." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "They are both tokenizer regressions, but the first is specifically about decoder type in v5 while the second is a broader tokenization-output change; not enough to treat as the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and a TensorFlow/tensorboard backend install problem are distinct backend-related issues." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Loading Phi-4 multimodal instruct and a broad 'many import errors after upgrade' report are related only by release timing, not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general API rejection and the other is a model-specific streaming inference failure." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and broken vitpose models are unrelated dependency/model issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored and optimizer step called twice under deepspeed are both optimizer-related, but they describe different defects." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm epsilon precision drift are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during bfloat16 compilation and incorrect dtype persistence when loading BLIP-2 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": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:42673|issue:44977", + "issue:45071|issue:45542", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:44062|issue:44117", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "8401b3fcaad7dfb1206b362bd7b44c64a2873c4c0f665bdf50d01aa7637c17f4", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38082, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues; none of the suggested soft pairs look like true duplicates or the same fix, so all soft edges should be rejected.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43097 is a clear, user-facing regression tied to a specific v5 API change, with enough discussion/inbound attention to serve as a representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most concrete and broadly relevant regression report here, making it the strongest single issue to anchor triage despite the lack of a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-family failures, but one is a missing projection in qwen3next while the other is a Qwen3.5 MoE from_pretrained error; different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "These are different import/functionality bugs in unrelated areas: a missing configuration_utils symbol versus an audio feature extraction issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config flag in v5, the other about unexpected position-id keys; they do not describe the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model internals are failing: image patch counting versus MLA q_a_layernorm precision/config behavior." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An import error for AutoImageProcessor is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "These target different GLM bugs; one is torch.split handling in a DSA indexer, the other is RoPE implementation for GLM-5." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloading is a different bug from flash-attention generation failures in Qwen3.5." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig and a TensorFlow backend import/runtime issue are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The isolated reproduction of another issue is not enough to match the Qwen3ForCausalLM VRAM leak; the underlying failures are different." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "A torch.split indexer issue and a DeepSeek tensor transpose bug are unrelated code-path problems." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "These concern different model implementations and different faults; no shared fix is plausible." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but one is about bfloat16/PyTorch precision warnings and the other is a model-type mismatch warning." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained sharding defaults have nothing to do with a Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 loading failure and the other is degenerate training with flash_attention_3; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API settings and FineGrainedFP8 accuracy issues are both numerical, but they are not the same bug or fix." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug is unrelated to a PretrainedConfig typing regression." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe compatibility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config flag and a gguf_file loading breakage are different failure modes and code paths." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing image_utils export is unrelated to a documentation mismatch in set_training()." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer mapping None handling bug and the other is a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "These are separate GLM bugs affecting different components; not the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision dependency crash during AutoProcessor loading is unrelated to shard-size defaults." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These warnings stem from different model/config mismatches and do not share a concrete fix." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility and incorrect pipeline-parallel output are unrelated defects." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek models and different bugs; one is implementation divergence, the other is a tensor operation issue." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 config removal is not the same as sinq quantization breaking across save/load." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "The tie_embeddings regression is unrelated to a flash_attention integration crash on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "A wrong optimizer-state issue in Trainer/FSDP2/PEFT is not the same as Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leakage in dataloader threads and Gemma 4 mm_token_type_ids defaults are distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizer constructor argument collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different libraries; they are not the same missing export." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "These are both Qwen3-related, but one is a missing layer projection and the other is a config field being dropped by strict parsing." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failures; no shared concrete code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "A model weight mismatch and missing layer projections are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and a missing embed_tokens.weight are unrelated from_pretrained 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": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45698", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43208|issue:43550", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43992|issue:44484", + "issue:43986|issue:45341", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45698|issue:46172", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "2a6852092a97bd43e988fe41f214422ce2ae60ad60ab173afb7cc0c55d51fe88", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, API regressions, import failures, or test utility issues. I did not find any soft edge that looks like the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the issues do not share one concrete bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: none of these items is clearly representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems and failures: a testing_utils bug vs a CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config flag regression and a quantization/offloading issue are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/epsilon configuration bug vs RoPE implementation issue; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are different areas and failures." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision in AutoProcessor video loading vs tokenizer mapping None in from_pretrained; different root causes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py runtime failure vs a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video-model loading crash and chat-template tool-call crash are distinct code paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific problems." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing_utils bug vs flash_attention s_aux=None crash; different modules and symptoms." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as the xdist captured_info.txt race." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load vs save_pretrained shard-size question; different APIs and behavior." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model loading bug is unrelated to testing_utils." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning on bf16 compile is unrelated to a compile failure in Bamba SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and saving Pipeline objects are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but one is PyTorch precision-related and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are not the same code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure vs an infinite-loop image bug; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 transpose/dtype bug are unrelated model failures." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model runtime failure vs MaskGenerationPipeline final-batch handling; different behaviors." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API regression and batched apply_chat_template crash are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issue and Qwen3.5 MoE from_pretrained error are related only by model family, not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bf16 precision is not the same as a torch>=2.9 compiled flex_attention failure." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning and bf16 precision warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import failures: is_offline_mode from huggingface_hub vs Qwen2_5_VLForConditionalGeneration from transformers." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained is unrelated to the deepseek-v4 tensor operation bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "A transformers 5.0 Qwen3-VL-Moe bug and fp8 inference support request are 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": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + 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None of the soft-edge pairs looks like the same underlying bug or change, so all proposed merges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the items span unrelated models, APIs, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone report: it has a clear user-facing repro and likely actionable fix scope, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing internal helper vs unexpected hub API calls under local_files_only; different modules and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache/chunked prefill bug vs final partial batch bookkeeping in MaskGenerationPipeline; unrelated code paths." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions API request validation vs tokenizer chat template crash on tool-call messages; 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different models and missing attributes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Token embedding resize propagation bug vs bidirectional attention mask construction bug; different Gemma4 issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization failure; different save paths and object types." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs runtime pipeline save_pretrained failure; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; separate import regressions in different packages." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Gemma4 attention-mask bug; 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not the same problem." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading failure vs Qwen3_5 image-generation loop; distinct model families and bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error vs Python version compatibility break; unrelated issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens weight vs Qwen3.5 MoE from_pretrained error; different models and load failures." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Model-specific FlashAttention2 unsupported error vs GPT2 attention scaling config ignored; different attention backend bugs." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Nemotron FlashAttention2 incompatibility vs duplicate-titled Qwen3.5 MoE from_pretrained regression; 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The only strong duplicate-like pair is the import-time slowdown reports; the rest are too semantically distant to merge confidently.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report for the import slowdown, with a concrete symptom and likely fix path; issue:44246 reads like a broader duplicate symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue because it is specific, actionable, and describes the underlying performance regression rather than just the user-facing slowdown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe transformers import being unexpectedly slow; 41669 gives the likely cause (import * in models) and 44246 reports the same user-visible slowdown." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Different problems: one is about a removed tie_embeddings API indication, the other about Flash Attention support in a specific model." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is flaky model integration tests from missing set_seed, the other is a pytest-xdist race in patched testing utils; 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no shared underlying bug is evident." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as DeepSeekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM-HQ test seed issue is unrelated to a model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline download behavior and AddedToken argument handling are separate bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test flakiness causes differ: missing seeds vs CI device override race." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A test seeding issue and stale auto_mappings references are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan support are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A specific model test seed flake is not the same as a generic testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "The transformers env CLI and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a slowdown after upgrading versions are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing _tp_plan detail and the other is a broader from_pretrained error; not enough evidence for one fix." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload failures are different problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor-parallel support, the other is a config field dropped by strict parsing; distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration request on cache updates is unrelated to import errors after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading stalls and forward-argument documentation confusion are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility are related in theme but not clearly the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 regressions, but one is memory usage under int4 and the other is reload compatibility; different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45375", + "accept": false, + "reason": "FP8 save_pretrained issues and missing vision config fields are separate model serialization problems." + } + ] + }, + "evaluator_result": null, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:42831|issue:43874", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "5c468d85e1f85216a18a0b3bf73d2d532c1bfedf7a2ca3cc46263c4169f1ae24", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37801, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 regressions, import/loading failures, model-specific bugs, and docs/utility breakages. The soft-similarity links look superficial and should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models'), so it is the closest cluster anchor, though it is not a precise duplicate target for the more specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative issue only because it captures the general v5 breakage theme; the rest are narrower, unrelated root causes and should stay separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Reject: FP8 accuracy issues and a missing vision-processor method are different model-path bugs with different fixes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Reject: docs referencing removed pipeline APIs is unrelated to a placeholder issue with no evidence of the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Reject: local_files_only still triggering network access is a concrete hub/network bug; 'racoon' has no comparable evidence." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Reject: no_grad decoration for cache update methods is a specific autograd fix, not the broad 'many models break' report." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Reject: cache/layer update autograd behavior is unrelated to tie_word_embeddings warning spam in fine-tuning." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Reject: MLflow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Reject: compiled Python file loading errors and PretrainedConfig type-checking regressions are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Reject: Liger Kernel not applied via model_init and a DSA indexer ReLU complaint are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Reject: compiled-file import/runtime errors are not the same as save_pretrained failing for Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Reject: tokenizer loading regression and Llama 3.2 Vision model loading breakage are different loader failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Reject: Qwen3VL MoE loading on v5.0 and checkpoint reload failures across v4.57->v5.2/5.3 are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Reject: a broken env command and config type-checking regression are separate issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Reject: missing `is_offline_mode` import from huggingface_hub is unrelated to the v5 env command breakage." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Reject: tokenizer loading regression and tensor-parallel training bug affect different subsystems." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Reject: cache `update()` autograd decoration is unrelated to optimizer stepping twice under deepspeed." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Reject: env command breakage and missing Qwen2.5-VL import are different v5 regressions." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Reject: FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are distinct features/failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Reject: unrelated placeholder issue versus Gemma4AudioRelPositionalEncoding bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Reject: doc confusion for model.forward args is unrelated to an import error for `layer_type_validation`." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Reject: AutoImageProcessor import failure and PreTrainedModel import failure are separate API export issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Reject: no_grad decoration issue is unrelated to Python 3.9/3.10 support breakage." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Reject: broken env command and Python 3.14 load failure are unrelated compatibility issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Reject: inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Reject: Liger Kernel application bug is unrelated to FP8 inference on B200 GPUs." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Reject: tensor-parallel training bug is unrelated to TextClassificationPipeline docs wording." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Reject: tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are different components." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Reject: missing files on processor.save_pretrained is a concrete bug; 'Bug report' provides no evidence it's the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Reject: lazy loading behavior and TensorBoard/TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Reject: Qwen3-VL-Moe loading regression and missing `_tp_plan` for Qwen3_5Moe are different model integration problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Reject: FP8 inference support for Qwen models is unrelated to a request for a weight conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Reject: lazy loading regression and unsafe `sys.modules[]` access are distinct implementation bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Reject: Qwen3-VL bounding-box output issue is unrelated to config type-checking regressions." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Reject: wrong docstring for `position_ids` is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Reject: env command breakage and checkpoint reload compatibility are different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Reject: Llama4Config `pad_token_id` attribute error is a model config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Reject: 2D bounding-box output hallucination and an infinite-loop image case are different multimodal 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": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "d1758d31ffe0c03b041d508512242a970377e04d86bdfa69ccdf9cf33025d4c9", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39265, + "estimated_input_tokens": 9817, + "estimated_eval_tokens": 19890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of broad Transformers v5 regression/import-compatibility issues plus a handful of unrelated model-specific bugs. There are no strong duplicate PRs here, and most soft pairs are only loosely similar by subsystem or upgrade version.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate: it clearly captures the common v5 upgrade/regression theme with a concrete symptom (many import errors after moving from 4.57.0 to 5.5.0).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable representative of the cluster; broader catch-all titles like 45850 are too vague to serve as a good canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-time bloat from `import *` vs missing cache state during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but they describe different load paths and different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific config regression vs broad complaint about many broken models; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific chat crash, not the same underlying issue as a generic v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-performance regression vs a missing model class import; related area, different defect." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy loading, but one is slow import and the other is lazy loading misbehavior; too vague to merge." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated test flakiness vs scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model instantiation issues with different causes and code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs forwarding; same pattern, different APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs a placeholder bug report with no clear shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error vs a multimodal output correctness issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs scheduler kwargs handling; different subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler parameter plumbing vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance regression is not the same as a missing exported symbol." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "No clear overlap: import slowdown vs a testing utility bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage reports, but one is specifically import errors and the other is generic model breakage." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-processor method for one model, not the same as a broad v5 breakage umbrella." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility vs a specific missing Qwen3.5 class import." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL model bugs with distinct failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` validation vs `_tied_weights_keys` type handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation mentioning removed `pipeline()` APIs vs scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer-loading regression; not the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance regression vs a typo in cache-strategy text." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in `model_init` vs flash-attention-3 training degeneration." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings migration vs cache-strategy typo." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy-loading behavior; similar theme, different issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save/export problem vs tied-weights key handling." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior vs scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken CLI command vs missing model class import." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs a typo in cache strategies." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-related model bugs with different symptoms and code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs scheduler kwargs bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-performance regression vs VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation issue vs a model-loading breakage in a specific release." + } + ] + }, + "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": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "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": "faa97116d452c534f309484d9fa3122e60be3225c4b1b51890eb3976a6ec6bd5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformer issues: v5 regressions/config/import/tokenizer changes, plus a few model-specific bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents; the broad v5-breakage report is the best umbrella issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set, capturing the recurring theme that Transformers 5.0 breaks many models and APIs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the cluster because it is the only clearly general, cross-cutting issue rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and documentation confusion about forward args are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE behavior and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different change requests." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3 is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 regression complaint is not the same underlying bug as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and Qwen3VL timestamp math are unrelated defects." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a Qwen3 VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing saved processor files are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and dataloader-thread VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are not the same failure." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split handling in a MoE indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision mismatch is a different bug from Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are separate missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating and an import error are unrelated issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior change and wrong decoder type are too broad and not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat template tool-call crash happen in different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config is unrelated to tied weight key handling." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "A VRAM leak and an unrelated placeholder issue have no technical overlap." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing StableLmConfig field and tied-weight-key crash are different config/model issues." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the non-technical 'Unemployment' issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance cleanup and the unrelated placeholder issue do not match." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failure modes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor save_pretrained file omission." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The placeholder issue is unrelated to a Qwen3_5 import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-reporting after failure and checkpoint loading speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug do not describe the same problem." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained errors are different requests/bugs." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance and tokenizer loading regression are separate issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are different features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint correction and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and loss kwargs passthrough are unrelated code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs handling is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are not the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value usage and RoFormer attention interface are different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former runtime bug is unrelated to a typo fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a ModernBERT type hint issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in a string literal are not the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm semantics is unrelated to a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "542dc3b8a12a47fd5fb99f2ed264916110dc535ed7b64aed468c502307d8f99c", + "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": "All three issues are distinct feature requests in different areas: truncation behavior, learning-rate scheduling, and Wav2Vec2 word timing offsets. None of the soft pairs looks like the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 10519 is the clearest, most self-contained feature request with a specific API change request and well-bounded scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the best representative issue because it states a concrete change request rather than a broad or ambiguous feature idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Both mention beginning/end wording, but one is about tokenizer truncation strategy and the other about extracting word offsets from Wav2Vec2; unrelated functionality." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation options and ReduceLROnPlateau-like scheduler functionality are unrelated feature requests in different subsystems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A scheduler enhancement request and a speech-model timing-offset request 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": 3, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "f5ca8884235bbe4b4cf0ee9e2cda2cd9a87d3f0e3bca9c0d541027e739f56f82", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatch, one about a login/authentication error when downloading a private model, and one about failing to load bert-base-uncased. The soft similarities are too broad to treat as the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "No strong duplicate cluster emerges here; if forced to pick a representative, issue 16618 is the most concrete and user-visible model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best standalone representative because it describes a specific, reproducible loading problem with a common model name and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a tokenizer/behavior discrepancy, while 16618 is a model loading failure; they are different code paths and underlying problems." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is about an unauthenticated private-model download error message, not the same failure as being unable to load bert-base-uncased." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "4fdee17ccfcf2e4ba70d02fcbd47b45d175bcb865189f7755979f87536f9bf74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share the broad theme of adding architecture support, but they target different subsystems and concrete changes, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the stronger canonical candidate because it has much higher discussion activity and is the earlier, more established request, but it is still a separate feature request from the GGUF item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the best representative issue for this cluster because it is the most active and central item, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are support-expansion requests, but Flash Attention 2 and GGUF are different features with different code paths and implementation work; they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "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:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "652de6602a3b79daa0ca4a4e0dc498579f7841d196f01535cb43e394cfaa4384", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13679, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13679, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are separate i18n translation tracking issues for different languages and should not be merged. The only clear duplicate set is the generic template issues with the exact same placeholder title; the Thai-titled issue does not look like the same tracker.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46222 is the best canonical representative of the exact generic template cluster: it matches the same placeholder title as 43834/44365/44370, is still open, and appears to be the most current active copy.", + "canonical_pr_reason": null, + "best_issue_reason": "46222 is the strongest global issue candidate because it is open, current, and exactly matches the duplicate template issues, while the language-specific issues are distinct translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages and different translation requests; same broad i18n subsystem but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish-specific translation issue vs a generic placeholder-template translation tracker." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation tracker is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation tracker is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language-specific translation issue vs generic placeholder tracker." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "No evidence this Thai-titled issue is the same translation request; titles do not match." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder template title and same underlying generic i18n translation tracker." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; both appear to be the same tracker copy." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Exact same placeholder template title and same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Thai-titled issue does not clearly match the generic placeholder translation tracker." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No clear evidence the Thai-titled issue is the same tracker." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No clear evidence the Thai-titled issue is the same tracker." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence they are the same translation request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8435704b1d7491c09b9b6cc3ebfb149a7f65f757c0231093b4977cebf2751e0f", + "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": "This cluster is a set of broadly similar model-request issues, but they are not duplicates: each asks for a different architecture or modality support. The shared theme is only \u201cadd model support,\u201d not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3-TTS/ASR, Voxtral, TIPSv2), so they should not be collapsed into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; none of these issues is a clear duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same broad category only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model architectures." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different code paths and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer requests are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity transformer are distinct model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is not the same as LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-family models, but not the same concrete request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparse transformer support are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct architectures." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are not the same change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are related in theme only, not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR support are different tasks and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS models." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio requests are different model changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and use cases." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are separate model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different proposed additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and circuit-sparse transformer support are not the same code-path change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same model addition." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests from different projects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "ee226305fe4a1ca2ab43d1733cc7bd5a686c9921810b6d828c20f03f8a88c9f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different feature requests in different areas: one is about block decoding, the other about DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated requests with no shared code-path or concrete symptom overlap; one asks for block decoding, the other for model/version support." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "a416742cae6e73b849247cda8a3df086475de376602d953d7259ddf739049584", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (custom Trainer behavior), but they target different functionality: unused-column removal vs FLOPs estimation. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43598 is the better anchor because it is a concrete Trainer customization problem and represents the broader API/behavior change more directly than the FLOPs-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest representative of the cluster since it focuses on a clear Trainer extensibility concern, while 43600 is a separate metric-accounting issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related theme, but different code paths and outcomes: 43598 is about `remove_unused_column` behavior in `Trainer`, while 43600 is about FLOPs estimation for custom trainers. 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": 9, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "5c2dad1d956705e0f27579685a936eed830b8f9c23155718ebc58409539d2262", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature requests for different Qwen model families and tasks, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster, but it is still separate from 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general support request (AutoModel and AutoModelForConditionalGeneration registration) and is the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model targets and different capabilities: Qwen3-Omni registration vs. Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "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-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": "a3ef88ff0a416ef854b39cbefe9fbc3cdd3c3a1cb400ed56beaaf98918e300a1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and look like duplicates; the \"Fett\" issue does not have enough evidence to connect it to that set. With no body detail or links, the safest cluster is the repeated \"huggingface \" reports.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical \"huggingface \" issues, so it is the best placeholder canonical issue for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue representative because it is the earliest and matches the other two nearly identical reports by title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles do not match and there is no body/link evidence showing the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete evidence ties \"Fett\" to the \"huggingface\" report cluster." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that this is the same issue; only weak generic similarity is present." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, close creation times, and no contrary evidence; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with no distinguishing details, so these look like the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no evidence of a different problem, so they are likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title and 43845 is the earliest of that set. The rejection of 43835 is appropriately cautious given only weak similarity. The accepted soft edges are also conservative because they rely on exact title match with no contrary evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "9fd6c2da38d2735c4c4f21f448eb8c77497184da309263d9d8b07fb4a3e4bd46", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a set of unrelated low-quality/spam issues with generic titles; there is no evidence of a shared bug report or duplicate workflow.", + "confidence": 0.96, + "canonical_issue_reason": "No issue clearly represents a real underlying problem, so there is no sensible canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a mildly descriptive non-spam title, but it still does not identify a concrete bug and is not a good duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\" and provide no concrete bug detail; similarity is not enough to indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no actionable description, so they cannot be treated as duplicates of a specific bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no shared underlying defect is evident." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a generic company-name title do not indicate the same issue or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and spam placeholder are unrelated and do not describe the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles point to different kinds of low-signal reports; there is no concrete common bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate junk reports." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete defect or matching request is described, so the pair is not a valid duplicate match." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The records do not share a specific bug, code path, or actionable request; reject as duplicate." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "6099586d5cbff118430468159a04b0d2e1ef0234b4d55fa21a35a338f342656a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with #45145 slightly better suited as the canonical record because it has the only inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it matches #45151\u2019s title exactly and has the only inbound reference, giving it a slight edge for keeping the primary record.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary record for this likely duplicate pair because it has the same title as #45151 and the only inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make these likely duplicates, though the packet does not include description text, so this should be treated as probable rather than certain." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly duplicate based on the identical titles and soft-similarity signal, but the writeup overstates the evidence. The packet does not provide description text to support 'near-matching descriptions,' and the soft-pair verdict is not deterministic. Please keep the conclusion more conservative, e.g. 'likely duplicate' rather than 'clear duplicate pair,' and avoid claiming stronger canonical evidence than the inbound reference supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "cache", + "cache_hit": true, + "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": "0c99eb595c9401d391f8bca202f19a6591d1fd6e84069be760cdd001c7629bf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference issues, but they describe different failure modes and likely different fixes: one is a Gemma4/audio torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: 45672 is a model/audio-module-specific uint8 torch.finfo() crash, while 45674 is a configuration-handling regression in BitsAndBytesConfig affecting lm_head exclusion. They do not appear to be the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 45674 is slightly better because it describes a concrete, reusable regression in a core config path; however it still does not cover 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Shared 4-bit inference context only; the titles point to different code paths and symptoms (torch.finfo on uint8 audio weights vs llm_int8_skip_modules clearing lm_head exclusion). 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": "cache", + "cache_hit": true, + "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": "b62a40d5708b6ac6f81d39025f5cd791366c1d4f5c0cb7276cf0112d2d302f82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed, body-less issues that only contain different personal names and birthdates. They do not describe a product bug or change, and there is no evidence they share the same underlying problem. Treat them as unrelated, low-signal/spam-like reports rather than duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are different personal-name/date strings with no shared bug description, code path, or issue context; they do not look like 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": "cache", + "cache_hit": true, + "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": "1cebfc293e8f894ebde778985bad8f565ebc9a49b5a2843d30eeffb22a92e29b", + "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": "These two closed issues are not duplicates: they are unrelated name/date entries with no shared problem statement, links, or discussion context.", + "confidence": 0.98, + "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": "Different named entities and dates; no evidence they describe the same bug, request, or code 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": "cache", + "cache_hit": true, + "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": "66376826eb3acfb4707444bb5c9566babeca1513face2f5fdbfa9f23ed6d8cb9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear exact-duplicate issue pairs and one thematically related but separate issue. Only the identical-title pairs should be merged; the dataset-sample issue is not the same underlying request.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it splits into two different duplicate pairs with different titles/topics.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue 45870 is the best fit: it is the earliest member of the exact duplicate pair 45870/45871 and has the most generic framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial data bundle is not the same underlying issue as a financial time-series prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset/sample availability versus an example/prediction issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and evidently the same issue; safe duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/DataForge theme, but the titles describe different deliverables and code paths (example prediction vs scraping service)." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related topic, but not the same concrete request; likely separate issues." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite shared financial/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite shared financial/DataForge wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and scope; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: the identical-title pairs (45870/45871 and 45872/45873) are reasonable duplicate matches, while 45869 is appropriately kept separate. The representative and canonical-issue reasoning also matches the evidence." + }, + "evaluator_used": true, + "retried": false, + "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:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "747f11d8a8b7ec2d2248e924215c064275d7217dff7f57b12f9b979cf0a07791", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are largely unrelated; the only true duplicate pair is the two `fixed_cross_entropy` fixes for issue #43240. All other soft-similarity pairs touch different models, docs, tests, or subsystems and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240, has the clearest bug-fix framing, and fixes the shared `loss_utils.py` code path; #43254 is essentially the same change with a shorter description.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall PR in the cluster for duplicate-triage purposes: it is a concrete, narrowly scoped code fix with an explicit issue target, unlike the rest of the cluster which is a collection of unrelated PRs.", + "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 features and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: Mistral tokenizer helper methods vs Executorch export tests. No shared underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: tokenizer API additions for Mistral vs adding a new MobileLLM model implementation." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: processor auto-loading robustness vs a new model implementation. Shared broad framework code is not enough to merge." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: a loss-function kwargs fix vs adding MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: cross-entropy kwargs handling vs Mistral4 test/runtime fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different subsystems: Executorch dynamic-shape export tests vs Mistral4 fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Executorch export test coverage vs new MobileLLM model support." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Different changes: adding a new model vs fixing config resolution order in core modeling utilities." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different changes: new MobileLLM model code vs Falcon output-interface refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Different changes: Falcon modeling refactor vs a model-creation skill and unrelated scaffolding." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and fixes; no same concrete bug or mergeable single change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different changes: Mistral4 test/fix work vs a CLIP-like weight-renaming typo fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Different changes: Mistral4 fixes vs adding a TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different code paths: model-specific test fixes vs core config-resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Different changes: Mistral4 fixes vs a draft model-creation skill/scaffolding PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Different changes: MobileLLM model addition vs model-creation skill infrastructure." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug fix in `loss_utils.py`: both add passthrough support for `cross_entropy` kwargs on the `fixed_cross_entropy` helper for issue #43240. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet. The only accepted duplicate pair, PR #43251 and PR #43254, is clearly mergeable into a single bug-fix PR: both modify `src/transformers/loss/loss_utils.py` to pass through `cross_entropy` kwargs for the same issue target (#43240). The other pairwise rejections are conservative and consistent with the diff previews, which show different models, subsystems, or scaffolding rather than a shared concrete bugfix. The summary does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 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": "b431cd65b28f1c3230bf93126bc9b7911b8592a818fd7d0b806c50c854eabdc7", + "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 the same change: #40546 implements the base VibeVoice model, while #42781 adds a realtime variant plus an acoustic tokenizer and generation changes. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader, earlier base VibeVoice implementation and is the more canonical representative of the core model integration.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best single PR for the underlying VibeVoice addition because it focuses on the main model implementation without the extra realtime/tokenizer scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different concrete changes: base VibeVoice integration vs a realtime extension with additional tokenizer/generation code. They share filenames because the second builds on the first, but they are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c483fd01e4a132e4aef468e53b4911673ae937cd019768b62a0712cc76c65e8f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different models and different code paths, so there is no duplicate relationship to normalize around.", + "best_issue_reason": null, + "best_pr_reason": "PR 40755 is the more substantial standalone change, but it is not a duplicate representative because the two PRs are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different affected files; they do not appear to fix or add the same underlying code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0e01b8f84b0f791b9f495a575ace0344cd270a783499979faa346b9775b90150", + "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": "Three separate model-addition PRs with shared Transformers boilerplate, but each introduces a different model family (DeepSeek OCR, Isaac, Kimi2-6). They are superficially similar in structure yet not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45186 (Isaac) is the most central of the three by cluster position: it shares boilerplate with both others and is a straightforward standalone model integration PR, making it a reasonable representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 (Kimi2-6) is the strongest standalone candidate overall: it has the broadest model integration footprint and the highest review activity, suggesting the most complete and active implementation among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are model-addition PRs and share auto-mapping/docs scaffolding, but they implement different models (DeepSeek OCR vs Isaac) with distinct code paths and files; not mergeable as one fix/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "These add different models (Isaac vs Kimi2-6). The overlap is only generic Transformers boilerplate and registration files, not the same concrete bug or model implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "8888027775f67853322e3ea3837b42badfcafd98d7ea802919d6aebcf7b95c52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they are not the same change. One targets Node 24 compatibility across many workflows, while the other is a separate bump of workflow action versions (notably docker/build-push-action) and broader latest-version updates. The soft duplicate edge should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader, more central workflow upgrade focused on Node 24 compatibility across many GitHub Actions workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster: it covers the main cross-workflow GitHub Actions compatibility upgrade, whereas 42976 is a separate dependency bump with different action targets.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch workflow dependencies, but they address different changesets: Node 24 compatibility vs. action version bumps (including docker/build-push-action). Shared filenames alone are not enough to treat them as the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 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": "cd00e5b96d6c5d4dda0f1b262b4c5098d25e43f151b5471813f8a75169fc375f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16553, + "estimated_input_tokens": 4139, + "estimated_eval_tokens": 8534 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16553, + "estimated_input_tokens": 4139, + "estimated_eval_tokens": 8534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are superficially similar because they all touch Transformers boilerplate, but they are different model additions or a test-only tweak. No duplicate cluster emerges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the artifacts span distinct changes (ViT NEPA, Molmo, Molmo2, CTSM, and a test-only XPU annotation), with shared files reflecting integration boilerplate rather than one underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the most substantial standalone representative PR (Molmo2) with the broadest concrete model integration, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are expected boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are unrelated model introductions with different codepaths and files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and implementation targets; only generic Transformers registration/docs overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations, not one concrete bug fix or identical feature change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; overlap is limited to common registration/documentation files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with no shared underlying bug or patch." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition vs a test-only XPU expectation annotation; these are clearly different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "15a636e8993525111d017f96434b2dfd34cb76f72e502b60a6d07dc8d80a560c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests appear unrelated as underlying changes. PR 44815 is the only substantive code fix; PR 43291 is a Whisper tokenizer/test fix; PR 43665 is test-file noise in CLIP/ViT and does not match the others. None of the soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains a real multi-file implementation fix around dequantization/loading behavior, unlike the other two which are narrow test/tokenizer changes or test-only noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster due to its concrete code-path fix and broader functional impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs. CLIP/ViT test modifications are different changes with no shared code path or bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/timestamp behavior is unrelated to FP8 dequantization and core model loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in CLIP/ViT do not match the dequantization/loading fix in 44815 and 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": 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": "309a3a956dda8cefff6e0f45e3e493ac5a1fddc4516b2c06fcc4cdf511f13fa2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one true duplicate pair is present: PR #46100 and PR #46114, which have the same ViT test-file diff. The other soft links are false positives from shared test/workflow overlap or broader unrelated changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the clearest canonical representative of the duplicated ViT test change; PR #46114 carries the same diff but has a fork/test-specific title.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best overall PR candidate because it is the cleanest standalone instance of the identical ViT test-migration diff.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch the ViT test file, but the actual changes are unrelated: setup/version and dependency tweaks versus a test-migration diff." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test file overlap is incidental; one is a repo-bot/setup check PR and the other is workflow/CI plumbing." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They both edit the same test file, but the surrounding changes are different and do not reflect the same underlying bug or fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "The packet does not support treating these as the same ViT test-file change; the overlap is too indirect and the filenames/diff context do not match." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are the same concrete diff in tests/models/vit/test_modeling_vit.py, adding the same failing assertions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the write-up overstates the evidence for the 45932\u219446100 pair. In the packet, 45932\u2019s listed filenames do not include the same ViT test file as 46100, so describing them as the \"same inserted failing ViT tests in the same file\" is not grounded. The summary also undercounts the relationship among the three ViT test PRs, since 46100 is linked to both 45932 and 46114 in the soft pairs. The other rejections look conservative, but the accepted duplicate claim is too strong for the packet." + }, + "evaluator_used": true, + "retried": true, + "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": "822e2ab8d01d1b75363667e00cd24a3cdf413ae756f388265c997464a9b48f90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different segmentation pipelines. They share documentation/registration scaffolding, but they implement different tasks, different pipeline modules, and different model/test coverage, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both are new pipeline features, but for different concrete tasks: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared docs/auto-registration files are expected infrastructure overlap, not evidence of the same underlying code-path change, and the model/test files differ substantially." + } + ] + }, + "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": "172b0a67b9a9e8fa3c22fb05fd495d75dd3ec1c89dae6d482dc3508c84fc8fc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs both touch `trainer.py`, but they address different Trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger representative of the cluster because it makes a concrete training-behavior change in `training_step` and adds a new control hook for loss scaling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both modify `trainer.py`, but one is about gradient-accumulation loss normalization and the other is about signature-column inspection for filtering. Different code paths, different behavior, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ef41ead1d054a3d6e71ba9404933d199f45f984eccfe6e3880a6a486dafcec10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both relate to TypeAdapter typing/import issues, but they fix different failure modes and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs target different concrete bugs in the same module rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the more narrowly scoped, explicit fix for the pydantic-optional TypeAdapter NameError and has the clearest issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py and involve TypeAdapter typing, but #43656 fixes annotation forward-reference/NameError behavior via __future__ annotations, while #43842 fixes missing pydantic TypeAdapter import when pydantic is absent. Different root causes and 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": 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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "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:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "f6bf089ff23b37144bb6a63340cba77bfea824f30affc2950e72b967781bb39a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75089, + "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 series of model-specific refactors from legacy output handling to `capture_outputs`/`can_return_tuple`. They are thematically related, but most touch different model code paths and should not be treated as duplicates; only same-model variants look mergeable.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best representative: it explicitly targets #43979 and shows a concrete, substantive output-tracing migration on the GPT-J/CodeGen path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest canonical PR for the cluster because it is explicit about the tracking issue and reflects the core standardized output-tracing refactor most clearly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same refactor theme is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT vs DeBERTa are separate implementations; these are parallel refactors, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different CNN families and files; they share a pattern but not the same bug or change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same tracking theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated concrete implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different subsystems with separate output-tracing rewrites." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same umbrella refactor, but not the same code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same model file and appear to be overlapping revisions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different models; only the refactor style matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet do not share the same underlying code change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "These are both GPT-family refactors, but they target different models and files." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different models; same refactor family only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert do not share the same underlying fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different subsystems." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet and SegFormer are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are distinct implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration on overlapping files; these look like duplicate or overlapping revisions." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated changes despite similar refactor language." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are separate model families with different concrete edits." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS touch different code paths and different output semantics." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes shared refactor theme from true overlap, and the accepted soft-edge pairs are limited to same-model/same-file GPT-J or GPT-Neo variants that plausibly belong in one merged bugfix PR. No overstatement stands out." + }, + "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": "a9f3530067de162ccb201beed8f578720edf7a41e19a0dbaf96d185a798d6991", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "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 thematically similar standardized-output/refactor changes, but they target different model implementations and code paths, so they are not duplicates and should not be merged together as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: each item is a separate model-specific output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative because it is narrowly scoped, has an explicit linked issue, and clearly implements a SpeechT5-specific output-capture refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models and code paths (FocalNet vs ImageGPT); same refactor theme, but not the same bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet have separate model implementations; these are parallel refactors, not one concrete shared fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert: same output-tracing theme, but distinct model-specific behavior and files." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated code paths; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures with different forward/output mechanics, so these are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different model families and different output-capture implementations; 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": 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: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": "5ad44f739a266a8e045228bdadbdea5cd9221f8312e1f75ea38753a94742b421", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43388, + "estimated_input_tokens": 10847, + "estimated_eval_tokens": 21950 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43388, + "estimated_input_tokens": 10847, + "estimated_eval_tokens": 21950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a generic 'refactor output tracing' theme, but they target different models/files and usually different forward signatures or tracing mechanisms. I do not see any pair that is the same concrete change, so I rejected all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantial, two-file output-tracing refactor in the Mamba/FalconMamba path; however, the cluster is not a duplicate set, just a group of similar model-specific refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single representative: it spans two related model implementations and shows the clearest concrete output-tracing change among otherwise separate per-model refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths (timm_backbone vs upernet); same output-tracing pattern is too broad to be a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); similar refactor style, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (timm_backbone vs univnet) and distinct forward semantics; not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model implementations (timm_backbone vs mamba/falcon_mamba); this is a shared refactor theme, not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated code paths; no evidence of the same underlying bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; both touch output handling, but not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (mobilenet_v1 vs upernet); same tracing refactor pattern is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs DepthAnything are different models and different forward APIs; not a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder have unrelated implementations; similarity is only at a high-level refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder are different models and code paths; not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder and univnet are unrelated model families; both are output-tracing refactors, but not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (vision_text_dual_encoder vs upernet) and different interfaces; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations and different output-capturing logic; too broad to merge as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "vision_text_dual_encoder and depth_anything are separate model paths; no indication of the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; same refactor style does not make them duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different tracing/capture implementations; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are unrelated code paths; only the general output-tracing theme matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model implementations; no same concrete bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model code paths; these are parallel refactors, not duplicate fixes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba output tracing and CodeGen output tracing are separate model-specific changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are unrelated models; same high-level refactor theme is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have different forward paths and output behavior; 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They only overlap in standard Transformers boilerplate (docs, auto-registry, model init files), not in the same concrete model or code-path change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model implementations with different files, configs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a duplicate target; if one must be named, 45075 is the most self-contained implementation PR, but it is still unrelated to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and modalities (PenguinVL vs Voxtral TTS). 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They affect different code paths and could be merged independently." + } + ] + }, + "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": "526dfbafaaad8b41abe36b4891e85e509d1e0c75bb801f7dfff6cc99b2aede44", + "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": "These are two near-duplicate PRs fixing the same Mistral regex patch AttributeError in the same code path. The later PR is the better representative because it includes the same fix plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the most complete representative: it implements the same fix as #45086 and adds test coverage, making it the better canonical PR for this bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall PR because it addresses the same concrete AttributeError in _patch_mistral_regex and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in src/transformers/tokenization_utils_tokenizers.py; #45317 is effectively a superset with tests, so these can plausibly be merged into 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": "b1d7142d17ce644d335faf857cd6905f7b726279701006b93fa0ebbcf627b088", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about NemotronH, but they address different change sets: one is an inheritance/conversion refactor, the other is a broader split into NemotronHDense/NemotronHSparse with docs, auto-mapping, and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the better canonical PR because it represents the broader, more user-visible architectural change and includes the new model split, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the best representative of the cluster since it covers the larger end-state NemotronH redesign and is more complete than the narrower refactor PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: 45115 is a converter/inheritance refactor, while 45569 adds separate dense/sparse model implementations and docs/tests. 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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": 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-45487-9", + "nodes": [ + "pull_request:45487", + "pull_request:46069", + "pull_request:46073", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151", + "pull_request:46154", + "pull_request:46196", + "pull_request:46230" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46230", + "pull_request:45487|pull_request:46151", + "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:46109|pull_request:46151", + "pull_request:46135|pull_request:46151", + "pull_request:46151|pull_request:46230", + "pull_request:46154|pull_request:46196", + "pull_request:46154|pull_request:46230" + ], + "prepared_review_unit_hash": "1c31928ffc1f3db130d2d724b99fbd56bce8a629fe70c801974cb2c0eff33cf3", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 23819, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 23819, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of loosely related PRs, not true duplicates: a small SDPA/attn_implementation support subcluster across different models, a couple of distributed-test expectation updates, and separate model-parallel/device-placement fixes. None of the soft edges looks like the same concrete bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items split into distinct model-specific feature PRs and test/fix PRs, so there is no clear duplicate to collapse onto one PR.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must stand in for the cluster, 46154 is the clearest representative of the SDPA-dispatch subcluster, but it still does not duplicate the other items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46230", + "accept": false, + "reason": "Both are cross-device/model-parallel fixes, but they address different code paths in different models: token-type buffering in AltCLIP/ChineseCLIP vs pad_token_id realignment during generation." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel inference fix is unrelated to token-classification pipeline test expectations." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Same broad feature theme (attention dispatch), but different model implementations and code paths; not the same underlying change." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Different model-specific SDPA dispatch PRs, not a single concrete bug or mergeable duplicate." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46196", + "accept": false, + "reason": "Different model-specific attention-dispatch implementations; related feature area, but not duplicate fixes." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but for different models and separate code paths." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Same feature class, different model-specific implementations; not duplicate PRs." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Both tweak test expectations, but they target different suites and behaviors (distributed trainer device naming vs token-classification pipeline outputs)." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Kosmos2.5 XPU integration expectations and token-classification pipeline expectations are different test changes, not the same bug." + }, + { + "left": "pull_request:46151", + "right": "pull_request:46230", + "accept": false, + "reason": "Pipeline test expectation changes are unrelated to the generation-time pad_token_id device fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA dispatch support, but they modify different model code paths and are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46230", + "accept": false, + "reason": "Attention-dispatch support in T5 is unrelated to the model-parallel generation device fix in the multimodal/generation stack." + } + ] + }, + "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": "ea5838a6e8dd1495f4b59fc5bab06c7816c758ce960807e79e47d26230cf0266", + "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": "Two clusters are actually independent: the Qwen3.5 linear-attention cache fix is unrelated to the Mamba2 cache-length bug, while the two Mamba2 PRs address the same underlying use_cache seq_len>1 problem, with one being a broader superset of the other.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best canonical PR because it directly targets the tracked issue, covers both CPU and GPU paths, and includes tests/docs, while #46084 appears to be a narrower partial fix of the same Mamba2 bug.", + "best_issue_reason": null, + "best_pr_reason": "#46098 is the strongest representative artifact: it is the most complete fix for the Mamba2 use_cache seq_len>1 regression and is easiest to understand as the primary change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and bugs: #45513 fixes Qwen3.5 GDN linear-attention cached forward behavior, while #46084 fixes Mamba2 cache handling for seq_len>1. Same broad theme of caching is not enough to treat them as duplicates." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both are about the same Mamba2 use_cache seq_len>1 incorrect-results bug. #46084 fixes a narrower CUDA/cache path, while #46098 addresses the same underlying issue more broadly across CPU and GPU paths, so they look like the same change family and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #45513 concerns Qwen3.5/Qwen3-style cached linear-attention behavior, while #46084 and #46098 both target Mamba2 use_cache seq_len>1 and even share issue target 46032 and files. The false verdict on 45513 vs 46084 is conservative, and the true verdict on 46084 vs 46098 is supported by the packet as the same bugfix family with one broader than the other." + }, + "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": "022d2859df89309c2b9cfd49286d7add284036560614f04e0ffb261931f75dc1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete bugs: one is about preserving distributed_config / EP flags during serialization and accelerate launch, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast loading. They are related but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a specific runtime loading failure with a clear code-path fix in model loading and related EP integrations.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best standalone PR in this cluster since it addresses a concrete correctness bug in expert parameter loading rather than a narrower config-serialization/flag-preservation issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: #45548 preserves EP/distributed_config state for loading via accelerate/ZeRO-3, while #45662 fixes expert parameters being overwritten by rank-0 broadcast during FSDP2 loading. Related subsystem, 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": 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": "9b9f7bc737c6fd6ea6dc6501e08acd69c579d7c593665164184e03616ee69b6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info artifact collision problem under issue 45561; PR 45645 is the more complete superset because it updates the producer and the CI consumer of the logs.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the workflow-side handling needed to read multiple worker logs, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the final intended fix: it addresses the same captured_info collision bug as 45639 and also preserves CI debug log collection across multiple files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same underlying xdist collision in captured_info artifact generation; 45645 appears to extend 45639 with CI log-consumption updates, so they are close enough to the same change to triage together." + } + ] + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46229" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46229" + ], + "prepared_review_unit_hash": "028828b996455e8b83d5c3de4a29370f13341f38ba3a53c41f1af86dc59c0370", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4247, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4247, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds a model-class mapping entry for GLM-ASR in AutoModel, while the other implements a new MTP candidate generator path. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46229 is the more substantive and representative change in this cluster: it adds a new MTP generation implementation across generation code, whereas #45670 is a narrow AutoModel registration nit.", + "best_issue_reason": null, + "best_pr_reason": "PR #46229 is the best representative PR because it targets a concrete code-path change with broader functional impact and clearer standalone purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46229", + "accept": false, + "reason": "Different underlying changes: #45670 only updates model-to-AutoModel mappings, while #46229 adds MTP candidate generation support. They do not fix the same bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "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": 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": "41224e315b33ef16f35006842fb02d673191b1bc2c8be643b0723009d28db8fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address file-source introspection using safer APIs, but they fix different code paths in different modules: one adds traversable resolution in import_utils, the other replaces open()-based source inspection in modeling_utils. They are related in theme, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner representative: it targets one concrete behavior in _can_set_attn_implementation, updates the implementation and tests, and has a narrow, well-defined scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best standalone PR in this cluster because it addresses a specific bug/heuristic in a single code path and includes test coverage, whereas PR 46152 is a separate utility refactor in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid opening source files directly, but they operate in different modules with different mechanics and targets; they are not the same concrete fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/manifest.json b/snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a633cf397c8b4f04ac46cad41ab62b5fee74f055 --- /dev/null +++ b/snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260528t060028z", + "artifacts": { + "hybrid": "snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-28T06:05:25Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260528T060028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260528T060028Z/manifest.json b/snapshots/20260528T060028Z/manifest.json index 693db7b3da8cb1045b729114398069db972f19f2..8cbb9bdf93df9b9f7cc0f95a3b31015b94441179 100644 --- a/snapshots/20260528T060028Z/manifest.json +++ b/snapshots/20260528T060028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 403 }, "extracted_at": "2026-05-28T06:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260528t060028z", + "runs": { + "hybrid-model-20260528t060028z": { + "analysis_id": "hybrid-model-20260528t060028z", + "artifacts": { + "hybrid": "snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260528T060028Z/analysis-runs/hybrid-model-20260528t060028z/manifest.json", + "model": null, + "published_at": "2026-05-28T06:05:25Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260528T060028Z", "watermark": {