diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1b30a62c3f0a15adddedf04d65da5feb83c82943..3ab01f350151f0406b30bef58e31717b2b9487d5 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": "20260521T060133Z", - "generated_at": "2026-05-21T06:10:29Z", + "snapshot_id": "20260521T120126Z", + "generated_at": "2026-05-21T12:11:04Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5e87fbcac972c44975d537f6e0bb68000932c5af..17d03848e91165bbbcaf17fc34c71b07634f6ac3 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": "20260521T060133Z", - "generated_at": "2026-05-21T06:10:29Z", + "snapshot_id": "20260521T120126Z", + "generated_at": "2026-05-21T12:11:04Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -135,388 +135,424 @@ "issue:41093|issue:43638", "issue:39290|issue:43531" ], - "prepared_review_unit_hash": "10adfe7ce5098f671bc125746c54673039364119d118bf973d59d91fcae71816", + "prepared_review_unit_hash": "24ef68f2c786a1f048f25311f86c5fb1fea922d3965769044ad00611d1d152ba", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47537, - "estimated_input_tokens": 11885, - "estimated_eval_tokens": 24026 + "serialized_chars": 47535, + "estimated_input_tokens": 11884, + "estimated_eval_tokens": 24024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans unrelated issues. The only clear duplicate groups are the DeepSpeed ZeRO-3 load failures around index-0/out-of-bounds and the AutoTokenizer v4\u2192v5 token-ID regression; most other pairs only share a broad subsystem or a docs theme, not the same underlying bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the shared AutoTokenizer v5 token-ID regression, covering multiple model families and subsuming the narrower Granite-specific report.", + "summary": "Most pairs are clearly unrelated. The only strong duplicate-looking clusters are DeepSpeed ZeRO-3/BertModel index-0 failures, Qwen3_5Moe rotary embedding offload/materialization, and the AutoTokenizer wrong-token-ID v5 regression.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest and most actionable issue: it describes the v5 AutoTokenizer token-ID regression across multiple model families, making it the best representative report among the duplicate-like candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best cluster representative: it captures the clearest cross-model user-facing regression and has the widest scope among the issues here.", + "best_issue_reason": "issue:45920 is the strongest overall issue candidate because it is open, broad, and clearly describes a concrete regression affecting many models; it is the best anchor for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config error vs streaming API failure; no shared code path." + "reason": "Different failures: config attribute missing vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend failures in different models; not the same bug." + "reason": "Different models, backends, and errors; only broad hardware/runtime similarity." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs AMD GPU failure in GPT-OSS; unrelated." + "reason": "Different model families and different mismatch context." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is not the same as GPT-OSS-on-AMD failure." + "reason": "Both are dtype/runtime issues, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different model implementation problems; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 error and GPT-OSS AMD issue are distinct." + "reason": "Different model/backend failure; no shared concrete code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export and Qwen3-MoE FP8 failure are different bugs." + "reason": "ONNX export error vs FineGrainedFP8 model failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and different failures." + "reason": "Different subsystems and different failure modes." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; not the same issue." + "reason": "One is a runtime task crash; the other is a docs issue about outdated examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for v5, but they target different removed items and could not be merged as one concrete fix." + "reason": "Both are docs regressions in v5, but they concern different removed features and likely different edits." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export problem vs GenerationMixin import error; unrelated." + "reason": "Export-time ONNX issue is unrelated to GenerationMixin import breakage." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention shape/device problems, but the underlying bugs are different." + "reason": "Generic mask/index mismatch vs device-map forward mismatch; not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 load bug vs mask/tensor shape mismatch; different failures." + "reason": "Both are IndexErrors, but the reported contexts and likely code paths differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signature and different code path." + "reason": "Same error class only; too little evidence of the same underlying bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape error vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Different model/runtime issues with no concrete shared failure path." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Shape mismatch error vs TRL input-embedding unpacking bug; different issues." + "reason": "Shape-mask IndexError vs TRL embedding unpacking failure are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice preset bug vs ONNX export; unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed errors and different model contexts." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is BertModel index-out-of-bounds; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds/size-0 load-time failure; same underlying bug." + "reason": "Same DeepSpeed ZeRO-3/BertModel index-0-out-of-bounds failure, just described from init vs training contexts." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy dispatch vs GPT-OSS TP failure; not the same bug." + "reason": "Liger Kernel cross_entropy call issue is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression vs LoRA merge/save mismatch; different problems." + "reason": "Different symptoms: detokenization regression vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error vs LoRA save/load inconsistency; unrelated." + "reason": "Different models and different bug classes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing mismatch vs mask/tensor shape mismatch; different bugs." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as mask indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the failure modes and affected paths differ." + "reason": "Different DeepSpeed errors and different code paths." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same module family, but CPU-offload incompatibility and meta-to_empty uninitialized-memory are distinct failures." + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug; 45902 is a concrete manifestation of the issue in 45859." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 load error vs tensor-parallel model issue; unrelated." + "reason": "Different model/setup and different failure mode." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP bug vs trainer signature mismatch; different code paths." + "reason": "FSDP checkpointing shape mismatch is unrelated to CustomTrainer compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Zero3 loading failure and GPT-OSS TP failure are unrelated." + "reason": "DeepSpeed/BertModel failure is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and different error classes." + "reason": "Different model-specific errors; no shared concrete bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Both are model/tokenizer regressions, but the specific code paths and failures are different." + "reason": "Different models and different attribute/tokenizer crash paths." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4 issues, but one is device placement and the other is reverse embedding lookup; not the same bug." + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General Torch compatibility issue vs a model-specific NVFP4 runtime error." + "reason": "Torch version compatibility is unrelated to Qwen-3 NVFP4 runtime failure." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch vs tensor-parallel failure; different bugs." + "reason": "Different models and different runtime failure modes." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking bug vs GPT-OSS TP bug; unrelated." + "reason": "TRL embedding unpacking failure is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failures." + "reason": "Different devices, models, and error types." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and different runtime issues." + "reason": "Different model-specific dtype/runtime issues." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure symptoms." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model implementations and unrelated backend errors." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different bug mechanisms." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Cross-entropy/Liger issue is unrelated to SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3 and index errors, but the Gemma3 loading bug is distinct from BertModel failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error vs dtype mismatch in vision preprocessing; unrelated." + "reason": "Different docs topics; same v5 cleanup theme is not enough to call them duplicates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and error types." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram limitation are different bugs." + "reason": "Different model/runtime problems; only broad dtype/backend similarity." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video processor StopIteration vs MPS Int histogram error; unrelated." + "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to MPS histogram Int error." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy routing vs autocast dtype mismatch; not the same bug." + "reason": "Different models and different failure modes." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch vs trainer signature change; unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to trainer loss-signature regression." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU/model runtime bug vs outdated docs example." + "reason": "GPU runtime failure vs docs cleanup; no shared bug." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing issue vs import error; unrelated." + "reason": "FSDP checkpointing issue is unrelated to GenerationMixin import breakage." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel dispatch bug vs tensor mask shape mismatch; different failures." + "reason": "Liger kernel cross_entropy issue is unrelated to mask-shape indexing error." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 load-time index-0-out-of-bounds/size-0 bug across models." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but Gemma3 loading and BertModel init are different underlying problems." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different documentation topics and different removed behaviors." + "reason": "Different docs regressions in v5; not the same missing example." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model families and different failures." + "reason": "Gemma3/vLLM sliding window attribute error is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime bug vs table QA crash." + "reason": "Different model/runtime bugs; no shared concrete code path." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; unrelated." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel issue vs video embedding StopIteration; different bugs." + "reason": "Different model/backend issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization bug vs docs cleanup; unrelated." + "reason": "Detokenization regression is unrelated to outdated RAG examples." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v4\u2192v5 AutoTokenizer token-ID regression; 45920 is the broader umbrella report." + "reason": "Same AutoTokenizer wrong-token-ID regression in v5; 45920 broadens the same bug across more model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint loading bug vs docs example cleanup; unrelated." + "reason": "Model-loading failure is unrelated to docs cleanup." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model implementation load failure; different problems." + "reason": "Checkpoint corruption report is unrelated to NemotronH loading failure." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Runtime error for Qwen-3 NVFP4 vs docs cleanup; unrelated." + "reason": "Runtime model failure is unrelated to docs cleanup." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch vs ZeRO-3 index error; different bugs." + "reason": "Generic mask-shape IndexError is not clearly the same as BertModel ZeRO-3 out-of-bounds failure." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the model/config failures are not the same underlying issue." + "reason": "Different Qwen/Gemma sliding-window issues with different errors and contexts." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge matches are conservative. The representative issue choice (45920) is supported by the packet as the broadest AutoTokenizer v5 token-ID regression report, and the other verdicts avoid overclaiming beyond the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles, and the false verdicts avoid over-claiming sameness despite superficial similarity. The choice of issue:45920 as the canonical issue is also reasonable given its broader scope than issue:45812." }, "evaluator_used": true, "retried": false, @@ -604,8 +640,8 @@ "issue:36010|issue:39290", "issue:45800|issue:45823", "issue:41093|issue:41762", - "issue:43296|issue:43366", "issue:43572|issue:45070", + "issue:43296|issue:43366", "issue:43541|issue:45161", "issue:44387|issue:45005", "issue:43828|issue:45464", @@ -621,25 +657,25 @@ "issue:43716|issue:44918", "issue:39186|issue:44918", "issue:45632|issue:45698", - "issue:43404|issue:45005", "issue:43645|issue:45399", + "issue:43404|issue:45005", "issue:40990|issue:44960", "issue:44530|issue:45005" ], - "prepared_review_unit_hash": "eea11eb37cad7118242e59248aecde14f6d6c7ff80e1526d1c05513fb79d927f", + "prepared_review_unit_hash": "84934464f85cc3f310b2b778bcfba86fbf8e4853dcd148832abdff598a3267d1", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38799, + "serialized_chars": 38797, "estimated_input_tokens": 9700, "estimated_eval_tokens": 19656 }, @@ -648,246 +684,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with one plausible duplicate cluster around `trust_remote_code` / custom-module loading and many unrelated model- or backend-specific bugs. I would only merge the custom-module loading pair; the rest are too different in symptom or code path to treat as duplicates.", - "confidence": 0.59, - "canonical_issue_reason": "`issue:45698` is the clearest umbrella for the only strong duplicate-like theme here: `from_pretrained` loading the wrong custom module after `save_pretrained`. It is broader and more representative than the leaf-directory collision report.", + "summary": "Most candidates are only superficially similar and appear to be distinct bugs. The only soft edge I\u2019d accept is the trust_remote_code/custom-module loading collision pair, which looks like the same underlying path-resolution/cache bug manifesting in two scenarios.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45632 is the clearest canonical representative of the shared trust_remote_code/custom-module loading collision bug; 45698 reads like the same failure mode after save_pretrained.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45698` is the best representative issue for triage because it states the broader load-resolution failure and would subsume the more specific cache-path collision symptom.", + "best_issue_reason": "Issue 45632 best captures the underlying bug in a general way and is the most useful anchor for the duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Both are model-loading failures, but one is a GLM-4.7-Flash unit-test load problem and the other is a corrupted Ovis2 checkpoint; different underlying causes." + "reason": "Different problems: model loading failure vs corrupted checkpoint, and the models/code paths are unrelated." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure vs table-question-answering crash; unrelated models and code paths." + "reason": "Whisper runtime/load failure and table-question-answering crashes are different tasks with different failure modes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility complaint vs pydantic `PretrainedConfig` field regression; not the same bug." + "reason": "A broad torch-version incompatibility is not the same bug as a pydantic PretrainedConfig field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error vs torch/transformers version incompatibility; different failure modes." + "reason": "One is a DeepSpeed ZeRO-3 index error on BertModel; the other is a torch/transformers version incompatibility complaint." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug vs table QA task crash; no shared underlying defect." + "reason": "Detokenization corruption and a table QA task crash are unrelated code paths." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic config break are unrelated." + "reason": "Whisper cannot-run failure vs pydantic model breakage; no shared underlying bug." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5 chat, but one is a 35B `transformers chat` crash and the other is a streaming `chat/completions` API issue on 0.8B; not clearly the same code path." + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too different to merge." }, { - "left": "issue:44291", + "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "`init_empty_weights` argument handling vs table QA crash; different subsystems." + "reason": "NVFP4 model execution error and a table QA crash are clearly different issues." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window attribute error vs Gemma4 PLE device mismatch; same family but different bugs." + "reason": "Missing Gemma3 sliding_window attribute and Gemma4 PLE device mismatch are different model-specific bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied `lm_head` in Mistral3 vs corrupted Ovis2 checkpoint; unrelated." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure vs MoE MPS histogram op issue; different surfaces and causes." + "reason": "Streaming Qwen3.5 inference failure vs an MPS histogram op limitation are different code paths." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped-MM tracing error vs MPS `histogram_mps` not implemented; unrelated runtime problems." + "reason": "Mixtral grouped_mm tracing failure and an MPS int histogram limitation are not the same bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE/precision-related, but one is torch dynamo tracing on grouped_mm and the other is an autocast dtype mismatch; not the same bug." + "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime problems." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure vs template-node compilation error; no common code path." + "reason": "Processor failure for Voxtral and a template-compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "`GenerationMixin` import break vs Gemma3 vLLM config attribute break; unrelated." + "reason": "ImportError for GenerationMixin and a Gemma config attribute error are different issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "General torch/transformers incompatibility vs Gemma4 device-map mismatch; different problems." + "reason": "Torch/transformers compatibility complaint and a Gemma4 device_map forward bug are not the same underlying issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are indexing errors, but one is a mask/tensor length mismatch and the other is a zero-sized index during Gemma3+ZeRO-3 loading; not the same defect." + "reason": "Both are index errors, but one is a mask shape mismatch and the other is an out-of-bounds access; likely different root causes." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "PaddleOCR-VL load failure vs GGUF architecture support request; unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field breakage are unrelated regressions." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig vs pydantic field regression; different config bugs." + "reason": "PaddleOCR-VL loading in vLLM and GGUF support for gpt-oss are different feature/compatibility requests." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral tracing error vs GPT-OSS MoE tensor-parallel issue; same broad area, different concrete failures." + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different concrete problems." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory regression vs tied-weights translation-model issue; unrelated." + "reason": "Int4 memory regression and tied-weight translation model behavior are different bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE vs Qwen3.5 streaming API failure; not the same bug." + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` constructor argument error vs pydantic config-field break; different implementation areas." + "reason": "init_empty_weights argument mismatch is not the same as the pydantic PretrainedConfig regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support request vs Qwen3.5 chat streaming failure; unrelated." + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage vs torch version incompatibility; too broad and not the same root cause." + "reason": "Remote_code breakage and a torch version incompatibility are too broad and distinct." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs pydantic config regression; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a pydantic config field issue do not share a code path." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Dynamo tracing error vs missing Float8 storage object; different runtime paths." + "reason": "Grouped_mm tracing failure and missing Float8 storage type are different runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch vs zero-sized-index with ZeRO-3; both are indexing errors but not the same bug." + "reason": "Both involve zero3/index errors, but the specific failures differ enough that they do not look like the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern Siglip2, but one reports worse text embeddings and the other reports nonsensical AutoModel/pipeline outputs; similar theme, not clearly the same underlying defect." + "reason": "Both mention siglip2, but one is about embedding quality and the other about bad AutoModel/pipeline results; not enough to treat as duplicates." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend issue vs torch/transformers incompatibility; unrelated." + "reason": "TensorBoard-without-TensorFlow backend error and torch compatibility are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping vs uninitialized memory in rotary embedding after `to_empty`; different code paths." + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different code paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer; unrelated." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking with TRL are different failures." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error vs Qwen3.5 embedding unpacking issue; different failures." + "reason": "FSDP weight dimensionality error and trainer embedding unpacking failure are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both describe the same custom-module load-resolution problem around `trust_remote_code` / `from_pretrained`, where the wrong local module is selected after save/load and cache-path handling collides." + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: the wrong module is loaded because the cache/path identity is colliding." }, { - "left": "issue:43404", - "right": "issue:45005", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Both touch tied weights, but one is a Mistral3 multimodal `lm_head` issue and the other is a broader translation-model regression; not enough evidence they are the same bug." + "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated issues." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:43404", + "right": "issue:45005", "accept": false, - "reason": "Custom-model/Jupyter breakage vs flash-attn fallback gating; unrelated." + "reason": "Both touch tied weights, but they concern different models and different regression surfaces." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression vs GLM5 issue; different models and symptoms." + "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 vs tied-weights translation regression; unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weight translation issues are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45632 \u2194 issue:45698, is well supported by the titles and aligns with the shared trust_remote_code/from_pretrained custom-module loading theme. The remaining verdicts are appropriately cautious and do not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The rejected soft edges are appropriately cautious, and the one accepted pair (45632/45698) is a defensible same-family match from the titles alone: both concern custom-module loading behavior around `trust_remote_code` / `from_pretrained` path resolution. I\u2019d only suggest keeping the canonicalization phrasing slightly softer in future\u2014\u2018likely same bug family\u2019 rather than asserting the exact root cause\u2014since the packet does not include issue bodies." }, "evaluator_used": true, "retried": false, @@ -946,9 +982,9 @@ "issue:44928", "issue:45005", "issue:45020", + "issue:45237", "issue:45399", "issue:45507", - "issue:45520", "issue:45663", "issue:45685", "issue:45701", @@ -972,11 +1008,11 @@ "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", - "issue:43950|issue:45902", "issue:43866|issue:44403", + "issue:43950|issue:45902", "issue:43872|issue:44589", - "issue:38175|issue:43054", "issue:41553|issue:43883", + "issue:38175|issue:43054", "issue:44910|issue:45859", "issue:43054|issue:45701", "issue:45663|issue:45902", @@ -984,8 +1020,8 @@ "issue:42947|issue:44387", "issue:44403|issue:44451", "issue:43643|issue:45020", + "issue:43975|issue:45237", "issue:43054|issue:43493", - "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", @@ -993,244 +1029,244 @@ "issue:43881|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "694d9da7f00ac3b44519d79057fcef3827079591ac29ce0e3a7e27cd18bfa09c", + "prepared_review_unit_hash": "ec6cce9307e2df2bc95821da6060062bc71538c42165318564fbf3f90797997d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37608, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "serialized_chars": 37569, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "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, but there is one clear duplicate family around non-persistent buffer corruption/junk in v5 loading and materialization paths.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43950 is the clearest and most representative report of the non-persistent-buffer regression, with the strongest overlap to the other accepted duplicates.", + "summary": "Mostly a heterogeneous set of Transformers/model-support bugs, but there is one clear duplicate family around the v5 non-persistent-buffer regression. The strongest duplicate link is between the two near-identical reports about buffers being filled with junk, with a related follow-on report about `inv_freq` reading uninitialized memory.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43950 is the broadest and most direct report of the non-persistent-buffer regression in Transformers 5.x, and it cleanly subsumes the later near-duplicate report 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 best represents the duplicate subcluster because it names the regression precisely and matches the other buffer-corruption reports most directly.", + "best_issue_reason": "Issue 43950 is the best representative because it states the root regression in a general way, has the clearest framing, and is the most suitable anchor for related duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: FineGrainedFP8Config handling vs flash-attn fallback gating when fa2 is absent." + "reason": "Different failures: FP8 config handling for Qwen3 MoE vs flash-attn2 fallback gating. Same broad area, not the same bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer ReLU discussion vs a docs command reference removed in v5." + "reason": "DSA ReLU discussion and a docs typo about the removed run command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading bug vs tied-weights translation-model issue; no shared code-path." + "reason": "Quantization/offloading behavior and tied-weights issues on translation models are distinct problems." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure for NemotronH vs translation tied-weights regression; different problems." + "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights translation-model regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A docs typo vs a docs reference to a removed command; not the same underlying issue." + "reason": "A cache-strategy typo and obsolete docs text are separate documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/trainer failure modes: TRL input unpacking vs GraniteMoEHybrid invalid method call." + "reason": "TRL embedding unpacking failure and a GraniteMoEHybrid invalid-method call do not share the same code-path." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression vs model loading/runtime error; no concrete match." + "reason": "Incorrect detokenization and a Qwen-3 NVFP4 runtime error are different symptoms and likely different roots." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared bug or change." + "reason": "Different models and different failure modes; not the same underlying bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression around non-persistent buffers being filled/corrupted with junk." + "reason": "These are effectively the same v5 non-persistent-buffer regression, described with near-identical titles and symptoms." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both report the same non-persistent-buffer junk/corruption regression in Transformers 5.x." + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-loading issue than non-persistent buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example error and the other is a text-embedding quality regression." + "reason": "SigLIP2 docs/example errors and poor text embeddings are different issues, even if both touch SigLIP2." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 RLHF position_id/SDPA behavior." + "reason": "Autocast dtype mismatch and Qwen3.5 position_ids/SDPA instability are different runtime bugs." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading error; unrelated code paths." + "reason": "CustomTrainer kwarg incompatibility and Gemma3 ZeRO-3 loading failure are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export issue for AutoImageProcessor vs torch/transformers version incompatibility; not the same bug." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": true, - "reason": "Same underlying non-persistent-buffer regression, expressed as uninitialized/junk data after meta->to_empty materialization." + "reason": "Missing export/import of `AutoImageProcessor` is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption vs generic load noise; different severity and cause." + "reason": "Checkpoint corruption and noisy loading output are not the same bug." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "Distinct quantization/storage failures with different exception signatures." + "reason": "Related family, but 45902 is a model-specific `inv_freq` materialization bug; it is not clearly the same duplicate as the general from_pretrained non-persistent-buffer corruption report." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not the same concrete bug." + "reason": "bitsandbytes `Int8Params` kwarg incompatibility and Float8 storage lookup failure are distinct quantization/storage issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging vs missing all_tied_weights_keys attribute; unrelated." + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but zero probabilities vs degraded text embeddings are not enough to call them the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility in a different rotary embedding path." + "reason": "Flash-Attention 3D position_ids crash and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are separate issues." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding-quality complaint vs tokenization-version change; too broad and not the same failure." + "reason": "SigLIP2 embedding quality and tokenization changes across versions are different problems." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer uninitialized memory; different mechanisms." + "reason": "Gemma4 FSDP2 `shared_kv_states` handling and non-persistent-buffer initialization are unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model loading issues and different symptom types." + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are different model-support issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA issue vs int4 quantization memory growth; unrelated regressions." + "reason": "LoRA gradient checkpointing behavior and int4 CUDA reserved-memory/OOM regression are distinct training/memory issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model failing to load; no evidence of same root cause." + "reason": "Generic loading noise and a specific model-load failure are not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote_code is a shared area, but one is a specific missing-fields config bug and the other is a broad umbrella report; not enough to confirm one concrete bug." + "reason": "A missing-fields regression with `trust_remote_code` is broader/different from the separate report that recent versions break remote-code models." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Both concern SigLIP2 behavior, but one is model-quality regression and the other is HF-vs-JAX implementation discrepancy." + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Detokenization bug vs Python 3.13 flash_attn import KeyError; unrelated." + "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF-vs-JAX discrepancy; too broad to merge as duplicates." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but one is generic noise and the other is a specific model load failure." + "reason": "Different model-loading failures for different checkpoints; not the same underlying bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing behavior vs Qwen3 MoE memory usage; different issues." + "reason": "Gradient checkpointing with LoRA and Qwen3 MoE memory inefficiency are separate training-memory concerns." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure vs Qwen3MoE FP8 config failure; unrelated." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 config failure are unrelated model-loading/runtime bugs." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue vs Gemma4 device mismatch; different code paths." + "reason": "MPS histogram implementation error and Gemma4 PLE device mismatch are different backend/device bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading errors, but for different models and different failure causes." + "reason": "glm-4v loading failure and missing `all_tied_weights_keys` are different model integration issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for Qwen2.5-VL vs bitsandbytes constructor mismatch; unrelated." + "reason": "Missing Qwen2.5-VL export and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only clearly supported duplicate family is the non-persistent-buffer corruption/junk regression around Transformers v5 materialization/loading, and the positive soft-edge calls stay within what the titles support. The negative calls are mostly conservative and do not overclaim. No PR-pair mergeability issue applies here." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The canonical duplicate link between issue:43950 and issue:44534 is well supported by the near-identical titles and shared v5 non-persistent-buffer regression. The remaining pair judgments avoid overclaiming and the summary appropriately treats issue:45902 as related but not a confirmed duplicate." }, "evaluator_used": true, "retried": false, @@ -1308,40 +1344,40 @@ "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:43782|issue:44960", - "issue:43827|issue:44509", "issue:45020|issue:45356", + "issue:43827|issue:44509", "issue:43742|issue:45399", "issue:43404|issue:43950", - "issue:43638|issue:45823", "issue:42915|issue:45020", + "issue:43638|issue:45823", "issue:43792|issue:44220", "issue:43257|issue:43866", "issue:43872|issue:44291", "issue:42915|issue:43872", - "issue:43940|issue:45313", "issue:41553|issue:44991", - "issue:43854|issue:44863", + "issue:43940|issue:45313", "issue:42947|issue:45923", + "issue:43854|issue:44863", "issue:36331|issue:41093", "issue:44928|issue:45588", "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:44479|issue:44560", "issue:41553|issue:44488", + "issue:44479|issue:44560", "issue:44530|issue:44863", "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "3fd1325eb872ecd8f68aec82e942d1139976a90354ab829e4dfcfde86b6d3c58", + "prepared_review_unit_hash": "8a7766eba8d22f6d1fccf9cbc6ae337e443ea2902d50f551d23e57175111181b", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, @@ -1356,210 +1392,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of transformer/model-loading regressions; only a couple of soft pairs are true duplicates (docs cleanup for removed pipeline tasks, and the mask/tensor shape-mismatch IndexError).", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45020 is the best umbrella anchor because it captures the broad recent-v5 remote_code/tokenizer loading regression theme better than the narrower model-specific reports.", + "summary": "Mostly heterogeneous issue set with a few clear duplicate pairs around docs and runtime regressions; most soft matches are false positives because they hit different models or different code paths.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report here: recent versions breaking model loading/remote_code. The rest are mostly narrower model-specific failures or unrelated issues, so this is the safest umbrella issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most representative single issue in the set: broad, current, and centered on the recurring transformers loading-breakage pattern.", + "best_issue_reason": "issue:45020 is the best human-facing anchor for the cluster because it captures the common theme of loading regressions in recent transformers versions, even though it is not an exact duplicate of most entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer loading regression vs flash-attn fallback gating." + "reason": "Different failures: tokenizer loading for EMBEDDIA/est-roberta vs an attention-backend fallback gate. Same broad area, not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code breakage vs Gemma4 device_map forward mismatch." + "reason": "Remote_code loading regression and a Gemma4 device_map forward mismatch are different code paths and fixes." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility issue vs a tie_word_embeddings warning on Qwen3.5." + "reason": "Both mention Qwen LoRA-related warnings/regressions, but one is a model version incompatibility and the other is a tie_word_embeddings warning. Not the same defect." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping plumbing bug vs broad remote_code loading regression." + "reason": "Tokenizer-mapping edge case vs generic remote_code breakage; not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Phi MoE autocast dtype mismatch vs Gemma4 device placement bug." + "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 vs flash-attn fallback checks." + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback gating are distinct bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error vs unrelated GLM5 model support issue." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs cleanup: both report stale pipeline-task references removed in v5." + "reason": "Qwen3VL weight_only loading error and GLM5 model issue are unrelated model-loading problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regression vs Kimi tokenizer codec/mistral-regex regression." + "reason": "Generic remote_code regression vs a Kimi tokenizer codec/fix_mistral_regex regression; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error vs flash-attn fallback blocker." + "reason": "MobileLLM key-error loading and flash-attn fallback checks are not the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head in Mistral3 vs non-persistent buffer corruption on from_pretrained." + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained." }, { - "left": "issue:43638", - "right": "issue:45823", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "DeepSpeed zero3 index error in Bert vs Gemma4 device mismatch." + "reason": "Both are loading/version regressions, but one is a specific Qwen3 MoE LoRA incompatibility and the other is a broad remote_code regression." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43638", + "right": "issue:45823", "accept": false, - "reason": "Qwen3 MoE weight conversion failure vs generic remote_code breakage." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is unrelated to Gemma4 device mismatch." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper loading failure vs _torch_extract_fbank_features helper issue; not enough evidence they are the same bug." + "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are not clearly the same concrete failure." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE deepspeed weight-conversion bug vs corrupted Ovis2 checkpoint." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption are different problems." }, { "left": "issue:43872", "right": "issue:44291", "accept": false, - "reason": "They share the _is_hf_initialized symptom, but one is a bitsandbytes incompatibility and the other is an init_empty_weights loading regression." + "reason": "They both mention _is_hf_initialized, but one is a bitsandbytes Int8Params incompatibility and the other is an init_empty_weights loading error; not enough to treat as the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different bugs: Qwen3 MoE loading under accelerate+deepspeed vs bitsandbytes constructor incompatibility." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are DeepSpeed/Qwen family loading reports, but they target different model variants and failure modes." + "reason": "Different failure modes: Qwen3 LoRA compatibility vs bitsandbytes parameter-construction incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Voxtral tokenizer error message vs est-roberta tokenizer loading failure." + "reason": "Both are tokenizer-loading complaints, but for different models and different symptoms; not the same issue." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different model-support regressions: GLM-4.7-Flash test load vs NemotronH checkpoint load." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but on different Qwen variants with different missing-weight symptoms; too model-specific to merge." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "PEFT LoRA gradient-checkpointing effectiveness vs missing support flag on a trust_remote_code variant." + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code model are different fixes." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint-loading failure are unrelated." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different errors: compute_loss signature change vs mask/tensor shape mismatch." + "reason": "CustomTrainer signature mismatch and mask/tensor shape IndexError are unrelated failures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue vs flash_attention.py crash on sink-less models." + "reason": "RLHF gradient explosion from Qwen3.5 position_ids and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight conversion under deepspeed vs GAS gradient averaging with model_accepts_loss_kwargs." + "reason": "Weight conversion under DeepSpeed and gradient averaging with GAS are different training bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init argument incompatibility vs CLIPTokenizer max_length issue." + "reason": "bitsandbytes constructor incompatibility is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same underlying IndexError: identical mask/tensor shape-mismatch failure." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both involve video on Qwen VL models, but one is a broad regression and the other is a specific StopIteration report; not clearly the same bug." + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch IndexError, just with different example sizes." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading problems on different models." + "reason": "Both are tokenizer loading failures, but the reported symptoms and affected models differ." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are video-input regressions in 5.3.0 on the Qwen3-VL/Qwen3.5-VL family, likely the same preprocessing bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated training/runtime error vs image processor segmentation-map bug." + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support vs Phi MoE autocast dtype mismatch." + "reason": "GGUF gpt-oss support and autocast dtype mismatch are different feature/breakage reports." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary/position-id bugs in different Qwen variants and code paths." + "reason": "Qwen2.5-VL rope scaling bug and Qwen3_5MoE rotary embedding uninitialized memory are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and pair judgments are grounded in the packet and stay conservative overall. The two accepted pairs are well-supported by the issue titles (docs cleanup and the identical mask/tensor shape-mismatch error), and the false pairs generally avoid overclaiming same-bug status when only broad thematic similarity is present." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are reasonably supported by the titles/body metadata, especially the docs pair and the identical mask-shape regression; the video-regression pair is a plausible soft match without overstating certainty." }, "evaluator_used": true, "retried": false, @@ -1638,13 +1674,13 @@ "issue:43645|issue:43646", "issue:44560|issue:44918", "issue:42915|issue:43957", - "issue:43824|issue:43957", "issue:42617|issue:43366", + "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:43632|issue:45834", - "issue:38175|issue:43994", "issue:44560|issue:44805", + "issue:38175|issue:43994", "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", @@ -1655,240 +1691,240 @@ "issue:42491|issue:43720", "issue:44960|issue:44977", "issue:45313|issue:45357", - "issue:44451|issue:44488", "issue:41720|issue:42915", + "issue:44451|issue:44488", "issue:43644|issue:44534", - "issue:42491|issue:45276", "issue:43708|issue:44075", + "issue:42491|issue:45276", "issue:42915|issue:44756", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "f63a12fe96a5bcd45a7f228a692022903de6e5dc7c999e9c61e2114fa4e58563", + "prepared_review_unit_hash": "b1ebee0f7ffd75dc682ae76e9e92ba6073d2ca42d2d0a88dfc6deb8b10ceb5d1", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37195, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous Transformers issue cluster. Only two soft pairs look like true duplicates: the non-persistent-buffer regression and the custom-model-initialization regression. The rest are related by theme or subsystem, but not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issues across different models and regressions, with a few clear duplicate clusters around Transformers v5/custom model initialization and non-persistent buffer corruption.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43644 is the clearest, most specific report of the non-persistent buffer corruption regression, and it has an exact duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the clearest, most actionable regression report in the set and best captures a concrete bug family; the rest of the cluster is too mixed to form one canonical duplicate target.", + "best_issue_reason": "issue:43644 is the strongest canonical issue candidate because its title is precise, the bug is concrete, and it matches an exact duplicate closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states rebuild vs PLE device mismatch under device_map=auto." + "reason": "Different bug paths: FSDP2 KeyError in Gemma4TextAttention vs device_map auto device mismatch during forward." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen3-MoE/GGUF themes, but one is GGUF architecture support and the other is sliding_window behavior." + "reason": "Both mention Qwen3/Qwen3-MoE-ish models, but one is GGUF architecture support and the other is a sliding_window behavior issue." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption vs long-OCR index error in Kosmos2.5 are unrelated failures." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention packed-sequence misinterpretation." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup are unrelated issues." + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report the same custom-model initialization regression in Transformers 5.0.0; the notebook case is just a narrower reproduction." + "reason": "Same underlying Transformers 5.0 custom model initialization regression; one report is just the notebook-specific manifestation." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 failures: video StopIteration vs input-embedding unpacking with TRL SFT trainer." + "reason": "Different issues: Qwen3-vl-embedding video StopIteration vs TRL SFT input-embedding unpacking failure." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are different bugs." + "reason": "Different root causes: FineGrainedFP8Config failure vs meta-device model loading breakage." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "ImportError for Qwen2.5-VL symbol is unrelated to meta-device loading failures." + "reason": "Different topics: running 3d_parallel.py vs GGUF gpt-oss architecture support." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + "reason": "Different bugs: missing Qwen2.5-VL import vs meta-device loading regression." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure are unrelated." + "reason": "Unrelated import error vs Qwen3-MoE FP8 failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/new-model registration failure is unrelated to Gemma4 PLE device mismatch." + "reason": "Different failures: add-new-model-like/tokenizer mapping issue vs Gemma4 device mismatch during forward." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Different regression classes: _is_hf_initialized flag vs Kosmos2.5 OCR index error." }, { - "left": "issue:38175", - "right": "issue:43994", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and API paths; not enough to confirm one underlying bug." + "reason": "Different model-specific errors: video StopIteration vs mask/tensor shape mismatch." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:38175", + "right": "issue:43994", "accept": false, - "reason": "Both are shape-related errors, but they affect different Qwen3.5 scenarios and are not the same bug." + "reason": "Same model family, but the reports describe different symptoms and could stem from different causes; not safe to merge as a duplicate." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 embedding/token leakage and Whisper empty-transcription failure are unrelated." + "reason": "Different applications and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both involve model initialization/loading, but the Bert+deepspeed zero3 index error is not the same as tokenizer-mapping registration failure." + "reason": "Different code paths: Deepspeed ZeRO-3 Bert initialization vs tokenizer-mapping add-new-model-like failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: zero3 BertModel indexing vs add-new-model-like tokenizer mapping bug." + "reason": "Different issues: ZeRO-3 Bert empty-shape IndexError vs tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping registration issue and tensor mask shape mismatch are unrelated." + "reason": "Unrelated: tokenizer mapping/new-model helper failure vs tensor mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they concern different models and no concrete shared bug is evident." + "reason": "Both are config-validation related, but they affect different model families and likely different validation paths." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map offload load failure and Strix Halo mmap OOM are different problems." + "reason": "Different problems: dequantized load with device_map auto offload vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 output anomalies and doc-example model/processor mismatch are related only by model family, not the same bug." + "reason": "Same general SigLIP2 area, but one is wrong model output and the other is documentation/example validation failures; not clearly the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." + "reason": "Different regressions: Qwen3 MoE hf4.x/hf5.x LoRA incompatibility vs BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific bugs." + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model loading failure and incorrect visual-encoder save_pretrained keys are different regressions." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are BERT load failures, but they refer to different models and no shared concrete root cause is stated." + "reason": "Different directions and code paths: ZeRO-3 weight loading for language_model vs save_pretrained writing visual encoder keys." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping assert and Qwen3-MoE FP8 failure are different runtime paths." + "reason": "Different Qwen3 issues: device-map auto cuda assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version regression loading different BERT models, pointing to a shared model-loading/config issue." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These describe the same non-persistent-buffer regression in Transformers v5; one is just a rephrased report of the same bug." + "reason": "Exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Qwen3_MoE LoRA incompatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Different bugs: checkpoint resume max_steps calculation vs SGD optimizer arguments not being applied." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Trainer resume/max_steps calculation and optimizer SGD args handling are distinct issues." + "reason": "Different topics: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 failure and mmap OOM on Strix Halo are unrelated." + "reason": "Different regressions and environments: FP8 config failure vs mmap OOM avoidance." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-VL/Qwen3-VL-30B load failures with no clear shared root cause." + "reason": "Different model-loading failures on different models; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts are conservative overall. The two accepted pairs are strongly supported by near-identical titles/regression descriptions, and the rejected pairs avoid overclaiming duplicate status where the evidence is only thematic." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative: 43644/44534 are essentially the same non-persistent-buffer regression, and the custom-model/BERT-loading pairs are plausibly the same underlying Transformers v5 regression without overstating certainty. The rejects generally stay within model- and symptom-level distinctions." }, "evaluator_used": true, "retried": false, @@ -1916,6 +1952,7 @@ "issue:42947", "issue:43257", "issue:43335", + "issue:43381", "issue:43404", "issue:43425", "issue:43454", @@ -1937,6 +1974,7 @@ "issue:44756", "issue:44910", "issue:44912", + "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -1948,8 +1986,6 @@ "issue:45488", "issue:45588", "issue:45663", - "issue:45684", - "issue:45698", "issue:45704", "issue:45759", "issue:45812", @@ -1970,8 +2006,8 @@ "issue:44488|issue:44991", "issue:45362|issue:45406", "issue:44164|issue:44291", - "issue:45276|issue:45335", "issue:36010|issue:39404", + "issue:45276|issue:45335", "issue:43404|issue:43454", "issue:43425|issue:43957", "issue:44402|issue:44488", @@ -1988,228 +2024,228 @@ "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:45276|issue:45292", - "issue:45684|issue:45698" + "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "7c132cbd7a49175ecbdb62b85228bdcfff08a1eb8056a9b7ba4af629f7ba6885", + "prepared_review_unit_hash": "de737e8ec0a4c8ec237b9b450a8479a9b40e2ac3a80bfad6c54782b982910c82", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36590, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "serialized_chars": 36572, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model/regression reports with only one clear duplicate mini-cluster: the resize_token_embeddings issues around model-specific embeddings. Most other soft links are same-theme but not the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if forced to anchor on the only clear duplicate subgroup, 45276 is the best representative because it captures the resize_token_embeddings failure in a concrete, model-specific way.", + "summary": "Mostly a heterogeneous set of Transformers regressions and model-specific loading/quantization issues. Only the resize_token_embeddings reports look like a true duplicate pair; the rest are best treated as separate bugs. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the broader, more generic report of resize_token_embeddings not updating downstream embeddings/output embeddings, and it subsumes the more specific Gemma4 variant.", "canonical_pr_reason": null, - "best_issue_reason": "45276 is the strongest issue to keep as the representative for triage: it is specific, actionable, and broad enough to subsume the closely related 45335/45292-style reports.", + "best_issue_reason": "issue:45292 is the best canonical issue candidate because it describes the underlying embedding-resize propagation bug in the most general way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and different failure modes; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and describe different failure modes (LlamaTokenizer pre-tokenizer override vs Granite token IDs)." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE offload/conversion issue vs GLM-4.7-Flash loading issue; unrelated code paths." + "reason": "Separate model-loading problems for different models; no shared concrete code path is evident." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs example error and the other is a model/pipeline correctness bug." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is a runtime inference regression; not the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory usage vs quantization offload behavior; different problems." + "reason": "One is Qwen3 MoE training memory inefficiency, the other is quantization offloading behavior; too different in cause and fix." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 loading failures with different symptoms and model variants." + "reason": "Different loading failures on different models; they do not look like one underlying defect." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model initialization in notebooks." + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom models in Jupyter; distinct bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory/OOM causes: Qwen3 MoE training vs int4 quantization reserved-memory growth." + "reason": "Both involve memory, but one is training inefficiency and the other is int4 quantization OOM; not the same issue." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both flash-attention related, but one is packed-sequence position_ids handling and the other is s_aux=None crash handling." + "reason": "Both touch flash attention, but the reported crashes come from different triggers and code paths." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different issues: LoRA checkpoint compatibility vs resize_token_embeddings not updating outputs." + "reason": "LoRA loading on Qwen3 MoE and embedding resize propagation are unrelated problems." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading failures, but for different models and no evidence of the same root cause." + "reason": "Both are tokenizer load failures, but on different models and with different symptoms." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model/processor crash reports with distinct failing objects and call paths." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling vs init_empty_weights argument mismatch; unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to model-specific embedding/output modules." + "reason": "Saving/loading extra_state and init_empty_weights argument handling are different code paths and failure modes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "These are the same underlying resize_token_embeddings propagation bug across related model wrappers: resized embeddings are not reflected in downstream tied/output/decoder embeddings." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Same symptom of untied lm_head, but different model implementations and no clear shared code path." + "reason": "Both concern lm_head tying, but they are model-specific reports with different affected classes and no clear single shared bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility vs meta-device loading failure; different issues." + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both concern tokenizer/model loading, but the reported failures are for different models and likely different causes." + "reason": "Different tokenizer/vocab problems for different models; not a duplicate pair." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example issue vs GLM5 issue; unrelated." + "reason": "SigLIP2 example issues and GLM5 loading are unrelated." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "PEFT gradient checkpointing vs apex RMSNorm memory leak; different subsystems and bugs." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping; unrelated." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5/3.6 config unwrapping are different problems." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma-4 FSDP2 KeyError vs Qwen3 MoE CPU offload incompatibility; different code paths." + "reason": "Gemma4 training/FSDP2 failure and Qwen3_5Moe CPU-offload incompatibility are distinct." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug vs Gemma-4 FSDP2 attention state bug; unrelated." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 attention state rebuilding." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are memory problems, but one is offloading/quantization behavior and the other is reserved-memory growth under int4." + "reason": "Both are quantization-related memory complaints, but one is offloading and the other is int4 reserved-memory growth; different root causes." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 token leak vs Gemma4 PLE device mismatch; not the same bug." + "reason": "AudioFlamingo track leakage and Gemma4 device-mismatch are unrelated inference bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument error vs mmap/OOM behavior; unrelated." + "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading failures for different models and formats." + "reason": "Different quantization/load failures on different models; no shared concrete bug is shown." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading issue vs sinq save/load corruption; unrelated." + "reason": "GLM5 loading and sinq save/load corruption are different issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes; no shared concrete bug." + "reason": "Both mention OOM, but one is quantization memory use and the other is mmap on specific hardware; not the same defect." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression; different bugs." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 checkpoint save_pretrained regression are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same embedding-resize regression; both say resize_token_embeddings fails to update the model\u2019s output/embedding weights." + "reason": "Same embedding-resize bug: resizing token embeddings does not update all dependent embeddings/output heads; 45292 is the broader duplicate target." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Both are save/from_pretrained adjacent, but one is permissions propagation and the other is wrong custom module loading." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 SDPA fallback causing NaNs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and 45276 is a reasonable representative for the only clearly tight duplicate subgroup (45276/45292/45335) around resize_token_embeddings propagation. The other soft-edge rejections are cautious and not overstated." + "feedback": "The analysis is grounded in the packet. The canonical issue choice is conservative and well-supported: issue:45292 is the broader resize_token_embeddings propagation report, while issue:45276 and issue:45335 are narrower variants of the same bug. The summary correctly notes that the rest are heterogeneous and that no PRs are present. The soft-edge verdicts are generally conservative and do not overstate duplicate status." }, "evaluator_used": true, "retried": false, @@ -2269,18 +2305,18 @@ "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:45684|issue:45698", "issue:42947|issue:43381", "issue:44164|issue:44756", "issue:44479|issue:44877", @@ -2298,8 +2334,8 @@ "issue:44589|issue:44756", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:43611|issue:43645", "issue:39404|issue:45701", + "issue:43611|issue:43645", "issue:43906|issue:44530", "issue:44530|issue:45084", "issue:43901|issue:44509", @@ -2310,242 +2346,235 @@ "issue:44589|issue:45084", "issue:43299|issue:43931", "issue:43596|issue:44683", - "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:44164|issue:45759" + "issue:43994|issue:44079" ], - "prepared_review_unit_hash": "7c34e9bc1f6b88408708e25bf749d40cfe6606b66f5cb7e49d96dafb66811743", + "prepared_review_unit_hash": "353978d03a366046904ff47b61afaf9c68dc2c73be5514be7c22ed7717ec903a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37719, - "estimated_input_tokens": 9430, - "estimated_eval_tokens": 19116 + "soft_pair_count": 32, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous Transformers bug reports with only two strong duplicate-like pairs: one around `resize_token_embeddings` propagation and one around Qwen3-VL MoE loading. Most other soft edges are related only at a broad subsystem level and should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45292 is the clean generic formulation of the `resize_token_embeddings` propagation bug, with issue:45335 as the model-specific t5gemma instance.", + "summary": "These are mostly unrelated Transformers bug reports. The only clear duplicate pair is the token-embedding resize regression: issue 45292 and issue 45335 describe the same missing propagation of resized embeddings to tied/output embeddings.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the broadest version of the resize_token_embeddings regression, while issue:45335 is a model-specific manifestation of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best triage anchor because it states the core bug broadly and matches a clear duplicate with a concrete downstream symptom.", + "best_issue_reason": "issue:45292 is the best representative issue here because it captures the general bug cleanly and has a near-duplicate in issue:45335.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 NaN/SDPA-bf16 instability." + "reason": "Both concern save/load behavior for custom models, but one is about file permissions during save_pretrained and the other is about loading the wrong module after save_pretrained; different bugs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode usage; not the same bug." + "reason": "Different gradient-checkpointing problems: one is ineffective with PEFT LoRA, the other forbids use in eval mode." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap OOM are unrelated code paths." + "reason": "Extra_state save/load handling and disabling mmap for Strix Halo OOM are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to strict config loading for granite_speech." + "reason": "Different regressions: a Qwen VL video-input bug versus strict config blocking granite_speech loading." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert with auto device mapping is not the same issue as batched AudioFlamingo3 embedding/token leakage." + "reason": "Different models and failure modes: Qwen3 auto device-map cuda assert versus AudioFlamingo3 token/embedding leakage in batched inference." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` KeyError are different attention/training bugs." + "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared_kv_states rebuild are different code paths and symptoms." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and Strix Halo mmap OOM are separate loading/memory issues." + "reason": "Meta-device loading failures are unrelated to Strix Halo mmap OOM." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks is unrelated to Trainer `max_steps` miscalculation on resume." + "reason": "Custom-model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps computation." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are different failure modes." + "reason": "Autocast dtype mismatch and meta-device loading breakage are different underlying problems." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the tied/output or decoder embeddings; one is generic and the other is t5gemma-specific." + "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to the model's output/decoder embeddings." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size inconsistency is not the same as a model-specific load failure for ScandiBERT." + "reason": "Both are model-loading complaints, but one is a tokenizer vocab_size mismatch and the other is a generic inability to load ScandiBERT; not clearly the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and `extra_state` save/load handling are different problems." + "reason": "Notebook-defined custom model initialization and extra_state save/load handling are separate issues." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same concrete bug as Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint-loading failures, but they concern different models and distinct causes." + "reason": "Different model families and different loading failures; no clear shared underlying defect." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 device-mapping mismatch." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device placement with device_map='auto'." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage deserialization and mmap OOM are separate bugs." + "reason": "Float8 storage deserialization and mmap-related OOM are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as Gemma4 PLE device placement during forward." + "reason": "Generic torch compatibility issues do not match the specific Gemma4 PLE device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch 2.10 incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch incompatibility is not the same bug as Mistral-3 image-preprocessor dtype mismatch." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "`base_model_prefix` loading regression and notebook custom-model initialization are different model-loading failures." + "reason": "Whisper pipeline return_language behavior and tokenization changes across versions are different regressions." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and a version-dependent tokenization change are not the same issue." + "reason": "Loading models with base_model_prefix and notebook custom-model initialization are not the same failure mode." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of issue 38071 is not the same as the Qwen3.5 `linear_attention` PagedAttentionCache crash." + "reason": "The isolated reproduction of another issue is not enough to establish the same bug as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "`linear_attention` group-type handling and non-template-node compilation errors are different failures." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation errors are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs mismatches, but they refer to different pipeline APIs and different removals." + "reason": "Both are documentation regressions, but they refer to different pipeline/task docs and different removed/changed behaviors." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` and Perceiver interpolation failure are unrelated." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate model/export issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper pipeline language handling and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video-input regression and mask-shape IndexError are different model/input bugs." + "reason": "Qwen VL video-input regression and mask-shape IndexError are different bugs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are different problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation are unrelated." + "reason": "Float8 storage lookup failure and template compilation error are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Same Qwen3-VL MoE loading regression: one report is the dev0 breakage, the other is the concrete weight-shape mismatch on a specific checkpoint." + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion problem under accelerate+deepspeed and the other is a weight-shape mismatch for a specific checkpoint; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to flex_attention compilation on torch >= 2.9." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Incorrect SigLIP2 outputs are not the same bug as `ModelOutput` key assignment when previous values were `None`." + "reason": "Deepspeed zero3 BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to `gguf_file` breaking AutoTokenizer/AutoModel loading." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different tokenizer/model-loading issues." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "`extra_state` handling in save/load is unrelated to `from_config` not unwrapping `text_config` for composite Qwen configs." + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment bugs do not look like the same underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body context, and the rejected soft edges are generally framed narrowly enough to avoid overclaiming." + "feedback": "The writeup is grounded in the packet, and the only positive duplicate callout (issue:45292 / issue:45335) is well supported by the titles. The remaining soft-edge rejections stay conservative and do not overclaim equivalence from similarity alone." }, "evaluator_used": true, "retried": false, @@ -2573,9 +2602,7 @@ "issue:40444", "issue:40990", "issue:42915", - "issue:43262", "issue:43317", - "issue:43377", "issue:43421", "issue:43452", "issue:43482", @@ -2612,10 +2639,12 @@ "issue:45325", "issue:45507", "issue:45584", + "issue:45759", "issue:45859", "issue:45987" ], "soft_pairs": [ + "issue:44164|issue:45759", "issue:39404|issue:44671", "issue:43856|issue:44756", "issue:44991|issue:45081", @@ -2629,8 +2658,8 @@ "issue:43611|issue:43644", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:44206|issue:44220", "issue:44488|issue:44987", + "issue:44206|issue:44220", "issue:43643|issue:44530", "issue:36032|issue:42915", "issue:34567|issue:40444", @@ -2646,236 +2675,238 @@ "issue:44849|issue:45325", "issue:36032|issue:43645", "issue:45084|issue:45507", - "issue:43883|issue:44991", - "issue:43262|issue:43377" + "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "2a91ae44a81be8aa56cc3ec3f1efb19e1b4e1457393fd06d1c45486a36d8b5c7", + "prepared_review_unit_hash": "bef1ceb374fc93648e6665ffdeb8500ede2ffe85ebd69a898b59267c69b7d890", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37241, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous closed issue reports: a few Transformer v5 initialization/regression bugs, but also unrelated Whisper, Qwen, tokenizer, audio, cache, and model-loading problems. I do not see a true duplicate set here; if forced to pick a representative issue, issue 43646 is the broadest umbrella for the custom-model-init regressions, but it does not cover the rest.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43646 is the broadest, most generic regression report in the cluster (Transformers 5.0.0 custom model initialization). Even so, the surrounding items are too diverse to treat the cluster as one duplicate bug.", + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions; only one pair looks plausibly like the same v5 custom-model initialization bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest and most central report in the set, covering the v5 custom-model initialization regression that could subsume narrower symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative because it captures the most general v5 initialization regression theme among the issues.", + "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it captures the most general v5 initialization breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different APIs and failures: extra_state handling vs composite Qwen config unwrapping." + }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Both involve model/pipeline behavior, but one is Whisper return_language and the other is CamemBERT masked-LM predictions; different code paths and symptoms." + "reason": "Whisper pipeline language return bug and CamemBERT MLM prediction bug are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/efficiency, but one is Qwen3 MoE training memory usage and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Training memory usage regression is not the same as Strix Halo mmap OOM behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading for EMBEDDIA/est-roberta and the other is Mistral regex patching with backend_tokenizer missing." + "reason": "Both affect tokenizer loading, but they target different models and different code paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction correctness vs tokenizer loading failure; unrelated failure modes." + "reason": "Different model families and different loading/prediction failures." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related model issues, but one is XLNet CPU arange placement and the other is Qwen3.5Moe rotary embedding offload compatibility." + "reason": "One is XLNet CPU placement, the other is Qwen3.5 MoE CPU offload compatibility." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Serialization extra_state handling is unrelated to the Qwen video-input regression." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "Tokenizer mapping lookup bug and compiled flex_attention failure are different subsystems." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading-related, but one is a model-load failure for cjvt/sleng-bert and the other is a Mistral tokenizer regex/backend_tokenizer crash." + "reason": "Both are tokenizer-load regressions, but the specific models and failure modes differ." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized regression." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers being junk-filled; different defects." + "reason": "Both involve v5 model init/loading, but one is base_model_prefix loading and the other is buffer initialization." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "Perplexity on GPT-OSS training is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch is unrelated to a Jinja/template compilation TypeError." + "reason": "Image-preprocessor dtype mismatch is unrelated to the template-node compilation error." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "LasrFeatureExtractor center-arg regression and _torch_extract_fbank_features() are related audio bugs, but not the same concrete failure." + "reason": "Both are model-loading failures, but they are different repositories/models and not the same bug." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Both are loading failures, but for different models and causes; no shared code-path evidence." + "reason": "Both are audio feature-extraction related, but the titles point to different concrete failures." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache crashing on Qwen3.5 linear_attention." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct model/tokenizer problems." + "reason": "Tokenizer special-token method conflict and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failure." + "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo all_tied_weights_keys attribute error and cjvt/sleng-bert loading failure are unrelated." + "reason": "Missing all_tied_weights_keys is unrelated to sleng-bert model loading." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different code paths." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific regressions." + "reason": "Different specific model-loading regressions with no shared concrete failure indicated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to template compilation failure." + "reason": "Mixtral grouped_mm tracing and template-node compilation are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different Qwen-family bugs." + "reason": "Qwen3 MoE FP8 training and Qwen3.5 PagedAttentionCache linear_attention crashes are different issues." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Chunked generation inconsistency and StaticCache seq-length return type are related only loosely, not the same bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file breaking from_pretrained and Qwen2.5-GGUF failing in v5 are both GGUF-related but not the same concrete regression." + "reason": "Both mention GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure." }, { "left": "issue:43644", "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions around model initialization/loading, but one is junk-filled non-persistent buffers and the other is custom model initialization in notebooks." + "accept": true, + "reason": "Both are v5 custom-model initialization regressions; 43644 looks like a concrete symptom of the broader init breakage described in 43646." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model device_map offload failure is unrelated to Qwen2.5-GGUF loading in v5." + "reason": "GPU/CPU offload dequantization failure is unrelated to Qwen2.5-GGUF loading." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and Qwen2.5-VL rope-index scaling bug are different Qwen model behaviors." + "reason": "Qwen3.5 hidden-state output and Qwen2.5-VL rope-index scaling are unrelated multimodal/model issues." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to notebook custom model initialization." + "reason": "T5 tokenizer method conflict and Jupyter custom-model initialization are different problems." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template-node compilation error and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Audio processor sampling-rate default mismatch is unrelated to MIMI encoder padding-mask batching differences." + "reason": "Missing tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:43644 \u2194 issue:43646) is a plausible shared v5 initialization/buffer-init bug. The other soft-edge rejections are conservative and do not overstate the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2898,6 +2929,7 @@ "issue:42175", "issue:42915", "issue:43089", + "issue:43262", "issue:43296", "issue:43322", "issue:43377", @@ -2941,27 +2973,28 @@ "issue:45987" ], "soft_pairs": [ + "issue:43262|issue:43377", "issue:43089|issue:45987", "issue:44987|issue:44991", "issue:43404|issue:44466", "issue:43646|issue:44534", "issue:43322|issue:43540", - "issue:43994|issue:44610", "issue:44403|issue:45081", + "issue:43994|issue:44610", "issue:42915|issue:45084", "issue:43377|issue:43819", "issue:43645|issue:44534", - "issue:44265|issue:44610", - "issue:44220|issue:44683", "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", "issue:45216|issue:45357", "issue:42915|issue:44291", "issue:43632|issue:44756", "issue:36032|issue:43742", "issue:42915|issue:44589", - "issue:43404|issue:45127", "issue:44062|issue:44987", + "issue:43404|issue:45127", "issue:43296|issue:43531", "issue:43531|issue:44877", "issue:43425|issue:44403", @@ -2969,230 +3002,236 @@ "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:42175|issue:45542", - "issue:43792|issue:44589", "issue:40990|issue:44811", + "issue:43792|issue:44589", "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "ab6b29a42736e70eeb8c03699753e535a8a4d9925a28db3bc532fc9ae24200ec", + "prepared_review_unit_hash": "fccac050fff78b2370e0415d39fdaa6d530f5607a261a3f33794ab554370bf60", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36331, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37252, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservatively, this cluster only has one clearly duplicate-like pair: the Qwen3.5 save_pretrained reports. The Qwen2.5-VL/Qwen3-VL pair is topical similarity around Qwen VL position handling, but the evidence is not strong enough to call it the same bug/root cause.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45216 is the broader, more representative Qwen3.5 save_pretrained regression, while issue:45357 looks like a narrower manifestation about incorrect visual encoder keys.", + "summary": "This cluster is mostly heterogeneous v5/v5.x regression reports. The only clearly grounded duplicate pair is the Qwen3.5 save_pretrained checkpoint-serialization bug (45216/45357); the Qwen-VL rope/video pair is related but not strong enough to merge as a duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "45216 is the only defensible canonical anchor because it has the clearest duplicate match (45357) on the same Qwen3.5 save_pretrained checkpoint-serialization path. The rest of the cluster is too heterogeneous for a broader canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best canonical issue because it captures the broader save_pretrained regression and can absorb the narrower follow-up report.", + "best_issue_reason": "45216 is the best single issue to anchor the cluster because it is concrete, reproducible, and has a confirmed duplicate; 45020 is too broad and mixes unrelated remote_code-style failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: chat-template sample-rate defaulting vs missing padding-mask support in the encoder." + }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Performance/sync overhead vs a seq-length return-type contract bug; unrelated code paths." + "reason": "Unrelated problems: generation performance overhead vs a seq_length contract/type bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but the model/tokenizer contexts differ and there is no clear shared root cause." + "reason": "Both are tokenizer-load failures, but for different models and with different failure mechanics." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie bug and the other is inconsistent save_pretrained serialization." + "reason": "Both involve weights/tied embeddings, but one is an lm_head tie bug and the other is serialization inconsistency." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different regressions: custom model initialization versus non-persistent buffer initialization." + "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model failures with different symptoms and triggers." + "reason": "Different multimodal failures on different model families and inputs." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Different models and different failure modes; not the same underlying bug." + "reason": "Generic loading noise is not the same as the Mistral tokenizer regex-patch crash." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Load-time noise versus a tokenizer regex patch crash; different problems." + "reason": "Different vision-model bugs: bad outputs vs processor/model input-size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 model loading failure and template compilation failure are unrelated." + "reason": "Qwen3Moe FP8 loading and template-node compilation are different code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are output-mismatch reports, but they affect different models and mechanisms." + "reason": "Both are audio-related, but they affect different models and root causes." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init issue is unrelated to junk-filled non-persistent buffers." + "reason": "Notebook/custom-model init regression is unrelated to buffer initialization junk values." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "torch.export/compilable-check failure is unrelated to an image-size mismatch in a processor." + "reason": "ScandiBERT loading failure and Mistral tokenizer patch crash are separate model-specific regressions." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Different subsystems and failures: feature extraction versus compiled attention." + "reason": "Both involve loading, but one is a model-load regression and the other is a tokenizer regex-patch crash." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different models and different tokenizer-loading failures." + "reason": "Speech feature extraction and compiled flex_attention are different subsystems and failure modes." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Distinct tokenizer/model-loading bugs with no clear shared code path." + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet-Turbo processor size regression." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a narrower manifestation." + "reason": "Same Qwen3.5 save_pretrained serialization regression: both describe incorrect checkpoint contents/keys through the same API path." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different failure mechanisms and different model families." + "reason": "Qwen3Moe FP8 loading and init_empty_weights/_is_hf_initialized are different regressions." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated transformers-v5 initialization bug versus mmap/OOM issue." + "reason": "The _is_hf_initialized flag issue is unrelated to the Strix Halo mmap/OOM workaround request." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different loading errors involving different models and different root causes." + "reason": "Different tokenizer/model-loading errors with different failure mechanics and targets." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing storage type error are different problems." + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage registration." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Related to tied weights, but one is a model-class tie bug and the other is a LoRA/extended-vocab collapse issue." + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as loading a specific tokenizer model." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Tokenizer AddedToken argument error is unrelated to a model-specific loading regression." + "reason": "Both touch tied embeddings, but one is a missing tie in Mistral3 and the other is LoRA plus extended-vocab collapse." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and different bugs: vLLM/PaddleOCR-VL load failure versus Qwen3-MoE sliding_window handling." + "reason": "PaddleOCR-VL loading failure and sliding_window Qwen3-MoE behavior are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior bug is unrelated to strict config loading for granite_speech." + "reason": "Sliding-window support and strict config loading are different issues." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to loading noise." + "reason": "Torch version incompatibility is not the same as generic transformer-load noise." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base_model_prefix loading regression is distinct from non-persistent buffer junk values." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report; the packet supports topical similarity, not a confident duplicate/root-cause match." + "reason": "They are related Qwen-VL-family regressions, but the titles point to different model families and failure surfaces, not one clear mergeable fix." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer attribute conflict and CUDA assert on auto device mapping are unrelated." + "reason": "Tokenizer load conflict for T5 and cudaErrorAssert on Qwen3 auto device mapping are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TF availability, but one is a packaging/extras issue and the other is a backend-detection runtime error." + "reason": "Both mention TensorFlow/backend packaging, but they are different packaging bugs." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Different model/runtime storage issues with no shared underlying change." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated model-specific issues." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same root cause." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on new torch versions is unrelated to remote_code loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 is a specific backend compatibility bug, not the same as broad remote_code loading regressions." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the evidence for one soft pair. issue:44479 is a broad video-input regression across several Qwen variants, while issue:45325 is a narrower still-image rope-index / temporal-position-id scaling report. The packet only supports topical similarity, not a confident duplicate/root-cause relationship, so that accept is not conservative enough. The Qwen3.5 save_pretrained pair looks plausible, but the overall result should be rejected because of the overclaim in the Qwen VL pair and the summary\u2019s claim that only two soft pairs are the same bug family." + "feedback": "The cluster summary is a bit too strong. Most items are heterogeneous model/version regressions, and the only clearly grounded duplicate pair is Qwen3.5 save_pretrained (45216/45357). The accepted 44479/45325 pair overstates the evidence: from the titles alone they look related through Qwen-VL rope/position handling, but not clearly the same bug or a single mergeable fix. Because of that, the canonical/best-issue framing around 45020 and the \u201clikely duplicate subpairs\u201d summary are not conservative enough." }, "evaluator_used": true, "retried": true, @@ -3269,45 +3308,45 @@ "issue:43421|issue:44568", "issue:33666|issue:40444", "issue:44079|issue:45663", - "issue:44462|issue:45812", "issue:43818|issue:45357", + "issue:44462|issue:45812", "issue:43317|issue:43856", "issue:44829|issue:45479", "issue:43482|issue:45538", "issue:43381|issue:45923", - "issue:40444|issue:45325", "issue:44291|issue:44589", + "issue:40444|issue:45325", "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:43531|issue:44291", - "issue:44265|issue:45072", "issue:42175|issue:43296", + "issue:44265|issue:45072", "issue:43632|issue:45072", "issue:43611|issue:43646", - "issue:43994|issue:44898", "issue:43792|issue:43957", - "issue:45325|issue:45834", + "issue:43994|issue:44898", "issue:44079|issue:44534", - "issue:43454|issue:44466", + "issue:45325|issue:45834", "issue:42915|issue:43482", + "issue:43454|issue:44466", "issue:40444|issue:45381", "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "79ae57319a8cfc9589fabcfdafd485ffc751f30c8006a22089afb9d259c81506", + "prepared_review_unit_hash": "c8e815547ba7b3d6764cca4de123dd79494afb4771b74f7120a49ad8252efdfc", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36991, + "serialized_chars": 36992, "estimated_input_tokens": 9248, "estimated_eval_tokens": 18752 }, @@ -3316,192 +3355,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformer/model-specific issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates. If a representative issue must be chosen, the broadest one is the v5 initialization regression in 43632, but the cluster is not truly duplicate-heavy.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43632 is the broadest, most central regression in the set: a generic Transformers v5 initialization/load breakage that could plausibly sit near several other v5-loading reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best single representative issue because it is broad, clearly actionable, and describes a foundational regression rather than a model-specific symptom.", - "best_pr_reason": null, + "summary": "All soft pairs look like false positives: they share broad themes (Transformers v5 regressions, Qwen/VL models, tokenizer/loading issues) but not the same concrete bug or change. No PRs are present, and there is no obvious single canonical issue among this heterogeneous set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the issues span unrelated failures across tokenization, model loading, multimodal vision, training, and backend/runtime behavior.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear best issue for canonicalization; any choice would be arbitrary because the items are not duplicates of one another.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different subsystems and failures: tokenizer error-message quality vs Apple Silicon allocator TypeError." + "reason": "Tokenizer/Voxtral error vs AppleSilicon allocator TypeError; unrelated codepaths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about noisy logging during load; the other is a tokenizer loading failure for a specific model." + "reason": "One is noisy logging on load; the other is a tokenizer load failure." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both involve v5 initialization behavior, but the concrete bugs differ: _is_hf_initialized handling vs non-persistent buffer contents." + "reason": "Different v5 regressions: HF init flag vs non-persistent buffer contents." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + "reason": "Runtime special-token/post-processor sync vs mDeBERTa BOS/EOS addition." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/VL training reports, but the underlying failures are different (multi-GPU training vs IterableDataset multi-image finetuning)." + "reason": "Different Qwen2-VL/Qwen2.5-VL training failures and input shapes." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment vs Gemma-4 FSDP attention-state construction." + "reason": "ModelOutput key assignment vs FSDP/shared_kv_states KeyError." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not the same bug." + "reason": "Video-LLaVA tower architecture bug vs Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different model families and issues: Video-LLaVA weight/temporal-attention problem vs Qwen3.5 save_pretrained visual-key regression." + "reason": "Repository tokenizer.json handling vs Granite token-id regression." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different failure modes: device_map offload loading vs memory inefficiency during Qwen3 MoE training." + "reason": "GPU/CPU offload loading failure vs Qwen3 MoE memory usage." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "One is flash_attention_3 causing degenerate training; the other is a classification-loss edge case with num_labels=1." + "reason": "FlashAttention-3 training degeneration vs single-label loss edge case." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Unrelated: GGUF loading failure vs CLIPTokenizer max-length configuration." + "reason": "GGUF loading regression vs CLIPTokenizer model_max_length issue." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing in general, but one is eval-mode usage and the other is a missing capability flag on a remote-code model." + "reason": "Checkpointing eval-mode behavior vs missing trust_remote_code flag." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a finetuning/input pipeline failure and the other is a still-image position-id scaling bug." + "reason": "init_empty_weights arg regression vs Float8 storage lookup error." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Both are Transformers v5 loading regressions, but one is an unexpected init argument and the other is a missing Float8 storage type." + "reason": "Different Qwen2.5-VL bugs: dataset/multi-image vs rope-index scaling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading problems: GGUF/v5 compatibility vs missing pad_token_id on Llama4Config." + "reason": "GGUF load failure vs missing pad_token_id on Llama4Config." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding behavior, but they are different models and different code paths." + "reason": "Padding-mask batch inconsistency vs Gemma3 all-padding NaNs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated: Qwen3 auto device map cuda assert vs Mistral tokenizer regex patch crash." + "reason": "Qwen3 device-map assert vs Mistral regex patch crash." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different issues: sliding-window handling in Qwen3-MoE vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Sliding-window Qwen3-MoE bug vs init_empty_weights regression." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different problems and likely different code paths: torch.export/torch_compilable_check vs bfloat16 dtype mismatches." + "reason": "Packaging backend omission vs PaddleOCR-VL load failure." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "No meaningful overlap: packaging/backend install issue vs PaddleOCR-VL load failure in vLLM." + "reason": "torch.export/torch_compilable_check vs bfloat16 dtype mismatch." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Both are Transformer regressions, but one is model initialization and the other is inference dtype mismatch." + "reason": "Different issues: _is_hf_initialized vs dtype mismatch." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is custom model initialization." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model failures: nonsensical outputs vs interpolation/resize failure." + "reason": "Base_model_prefix loading breakage vs custom model initialization breakage." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different root causes: Whisper runtime failure vs meta-device loading breakage." + "reason": "Whisper runtime failure vs meta-device loading regression." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both are multimodal indexing-related, but the concrete bugs are different and model-specific." + "reason": "Different vision-model bugs: SigLIP2 inference vs Perceiver resize failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug is not the same as non-persistent buffer initialization junk." + "reason": "ModelOutput key bookkeeping vs non-persistent buffer initialization." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both touch lm_head/tied weights, but one is untied weights causing bad generation and the other is device-dependent serialization inconsistency." + "reason": "Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR index error." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs GGUF loading under v5." + "reason": "FineGrainedFP8 Qwen3Moe vs Qwen2.5-GGUF loading." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is dataset finetuning with multiple images and the other is video vision_position_ids being wrong." + "reason": "Tied-weight serialization vs lm_head weight tying on AyaVision." }, { - "left": "issue:45325", + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Related model family, but different modalities and different position-id bugs." + "reason": "Qwen2.5-VL still-image position IDs vs video position IDs." } ] }, @@ -3575,28 +3608,28 @@ "issue:45923" ], "soft_pairs": [ - "issue:43644|issue:44079", "issue:43296|issue:45800", + "issue:43644|issue:44079", "issue:43749|issue:44079", "issue:44479|issue:45823", "issue:35707|issue:40444", "issue:44291|issue:44877", - "issue:43606|issue:44265", "issue:44387|issue:44617", + "issue:43606|issue:44265", "issue:43881|issue:44488", "issue:44568|issue:45920", - "issue:43701|issue:45325", "issue:43606|issue:43819", - "issue:44186|issue:44265", + "issue:43701|issue:45325", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43262|issue:43746", "issue:43377|issue:44610", "issue:43317|issue:43873", "issue:39692|issue:40444", "issue:43454|issue:45072", - "issue:43377|issue:44898", "issue:43572|issue:45759", + "issue:43377|issue:44898", "issue:43257|issue:45923", "issue:40990|issue:45584", "issue:40990|issue:42947", @@ -3606,214 +3639,214 @@ "issue:43873|issue:45701", "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "e07731c92c595cc06c74d128754bfec9452c32c4d1ead9efdde56e25806efc20", + "prepared_review_unit_hash": "b3e51db01c5f2fda41a54b522a80c34ecec1baf8c126d4fac7879927c8412d75", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model-specific regressions or docs/example bugs, not duplicates. I would not merge any of the soft pairs.", - "confidence": 0.83, - "canonical_issue_reason": "If a single anchor is required, issue:43873 is the broadest and most central report in the set: an open offloading/quantization failure that is closest to the other loading/offload-related complaints.", + "summary": "This cluster is mostly a loose collection of unrelated regression/bug reports across loading, tokenization, vision/audio processors, and quantization/offloading. No soft pair is a safe duplicate based on titles alone, so I would keep them separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, with multiple inbound references and a recurring offloading/quantization failure class that appears closest to the cluster\u2019s main theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate because it has the widest scope and most plausible overlap with adjacent offloading/loading reports, even though the cluster overall is not cohesive.", + "best_issue_reason": "issue:43873 is the strongest representative issue here because it is open, broadly framed, and has the most evidence of recurring user impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Non-persistent buffer serialization/junk is unrelated to ModelOutput key assignment behavior." + "reason": "Different problem classes: a specific PaddleOCR-VL/vLLM loading failure vs a general torch/Transformers version incompatibility." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "One is a PaddleOCR-VL load failure; the other is a torch/transformers version incompatibility. Different bugs." + "reason": "Non-persistent buffer initialization junk is unrelated to ModelOutput key reassignment behavior." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are different code paths." + "reason": "FSDP CPU RAM-efficient loading is a separate loading path from ModelOutput key handling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but on different models and failure modes: video input processing vs device mismatch in forward." + "reason": "Different models and code paths: Qwen video-input regression vs Gemma4 PLE device mismatch." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights constructor arg and strict granite_speech config loading are separate issues." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is a different loading bug than strict config rejection." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "CPU offload device mismatch is not the same as torch.export failing on torch_compilable_check." + "reason": "Int4 reserved-memory OOM and Sam3Video CUDA OOM are different symptoms with no shared concrete code path." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Int4 quantization memory regression and Sam3Video OOM are different symptoms and likely different causes." + "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Distinct model-loading failures for different models; no clear shared code-path bug." + "reason": "They concern different models and different load failures; no clear duplicate evidence." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "A single-tokenizer BOS/EOS omission is not the same as a broader wrong-token-IDs regression across many models." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope index scaling are unrelated." + "reason": "Both are tokenizer regressions, but the affected models and failure mode differ too much to collapse safely." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Offload device placement bug is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Offload device mismatch and DAC.from_latents/STE mismatch are unrelated code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export export failure are different failure classes." + "reason": "Checkpoint resume key mismatch is not the same as rope/position_id scaling behavior." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping is not the same as Gemma4 PLE device mismatch." + "reason": "Different models and failures: Qwen3 auto device-map cuda assert vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage generation and torch.compile SDPA failure are unrelated." + "reason": "Tied lm_head weights causing garbage generation is unrelated to Bamba torch.compile SDPA failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech checkpoint loading are different bugs." + "reason": "Audio chat-template sample-rate defaulting is a different issue from GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo image-size mismatch are unrelated." + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor resize mismatch are separate preprocessing/model issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization/offloading complaint; not enough to call them the same bug." + "reason": "Both mention offloading and quantization, but one is a specific dequantized-model load failure while the other is a broader offloading complaint." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Docs-example errors are unrelated to the multi-image IterableDataset finetuning failure." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/text generation and bf16 dtype mismatches are different problems." + "reason": "lm_head weight tying and bfloat16 dtype mismatches are different failures." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Missing padding mask support is unrelated to Perceiver non-default-resolution interpolation." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are different config issues." + "reason": "Padding-mask batching issues are not the same as Perceiver non-default-resolution interpolation failures." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "MoE weight conversion/loading under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription failure are unrelated." + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and ineffective gradient checkpointing are different topics." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying attribute errors do not overlap." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head weight tying and unpacking packed weights during accelerate loading are different code paths." + "reason": "lm_head tying in AyaVision is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Device-dependent lm_head serialization and Qwen3.5 visual-encoder key saving are different save_pretrained bugs." + "reason": "Inconsistent lm_head serialization and incorrect visual-encoder key saving are different save_pretrained regressions." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading issues do not match a tokenizer behavior regression." + "reason": "Offloading/quantization behavior is unrelated to a broad tokenization change regression." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL loading failure and strict granite_speech config loading are separate model/config issues." + "reason": "PaddleOCR-VL/vLLM loading failure and strict granite_speech config loading are unrelated." } ] }, @@ -3895,10 +3928,10 @@ "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:43577|issue:43708", - "issue:44186|issue:45072", "issue:44877|issue:44991", - "issue:45632|issue:45684", + "issue:44186|issue:45072", "issue:44423|issue:45406", + "issue:45632|issue:45684", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:43450|issue:45701", @@ -3907,10 +3940,10 @@ "issue:43873|issue:44756", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:43322|issue:46050", - "issue:43550|issue:43606", "issue:44387|issue:45704", "issue:44479|issue:44918", + "issue:43322|issue:46050", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:41720|issue:43322", "issue:43295|issue:45701", @@ -3921,232 +3954,232 @@ "issue:45081|issue:45812", "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "3660b521b19d3bd6e8f36fb4fc39ff38d54c70d6e68e031b2adcc877ebc72c57", + "prepared_review_unit_hash": "fc1e5531970cc417f2a80cfd71d5a5461cbca0c49f39010d322f4e1b221d04c6", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37652, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of Transformers issue reports with broad thematic overlap around loading/offloading, tokenization, and multimodal processors, but none of the soft pairs look like true duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "If one issue has to anchor the cluster, issue:43873 is the best fit: it is open, broadly scoped, and has the strongest surrounding discussion/inbound references among the loading/offloading-style reports.", + "summary": "This cluster is a loose set of Transformers issues that only overlap at a very broad subsystem level (tokenizers, model loading, offloading, multimodal generation, trainer behavior). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43873 is the best anchor because it is open, broadly framed, and sits near the center of the cluster\u2019s recurring theme of loading/offloading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue representative because it is generic enough to cover nearby offloading/quantization complaints and is already externally linked, even though the set is not actually one duplicate bug.", + "best_issue_reason": "Issue #43873 has the broadest scope and highest chance of representing the cluster\u2019s shared loading/offloading pain point, even though the cluster does not contain a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failure modes and model families: a model loading failure vs a tokenizer loading regression." + "reason": "Both mention loading/tokenizer problems, but one is a model loading failure for glm-4v-9b while the other is a tokenizer regression for EMBEDDIA/est-roberta; different artifacts and code paths." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is a device-map/cuda assert and the other is a flash-attention generation bug." + "reason": "Both involve Qwen3.5/Qwen3-related generation, but one is a device-map/cuda assert failure and the other is a flash-attention generation bug; not the same concrete defect." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n audio mask collision and Gemma4 PLE device mismatch are different code paths and symptoms." + "reason": "Both are device-mismatch style bugs, but Gemma3n\u2019s issue is a variable-name collision in forward(), while Gemma4 PLE is a device_map='auto' forward mismatch; distinct root causes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual-encoder save_pretrained regression; not the same underlying issue." + "reason": "Both touch Qwen/vision-text model metadata, but one is an lm_head tying bug in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated: 3d_parallel script failure vs Qwen3MoE FP8 configuration failure." + "reason": "Both are runtime failures on model/parallel setups, but 3d_parallel.py and Qwen3Moe FineGrainedFP8Config appear unrelated in symptoms and likely in code path." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the Qwen3 auto device-map assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache issue; the Qwen3 auto device map bug is a separate loading/runtime device assert problem." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to generation with inputs_embeds and past_key_values." + "reason": "BarkProcessor voice_preset and progressive generation with embeddings/past_key_values are unrelated processor vs generation-cache issues." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are different subsystems and bugs." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer NER/padding crash vs dtype mismatch during bfloat16 inference; no shared code-path." + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps are different trainer/model behaviors with no shared bug mechanism." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech is separate from est-roberta tokenizer loading failure." + "reason": "Strict config blocking granite_speech loading and tokenizer loading regression for est-roberta are both load-time issues but not the same failure mode or target." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Cache-path collision and read-only permission propagation in save_pretrained are distinct issues." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding, while SwitchTransformers/TimmWrapperModel have bfloat16 dtype mismatches; unrelated components and defects." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve transformers serve and multimodal models, but the crashes differ: 'str' has no to() vs missing _tokenizer." + "reason": "Continuous-batching multimodal crash from passing a string to .to() is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code; the other is file-permission propagation in save_pretrained/register_for_auto_class. Same area, different bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Both involve model loading/accelerate/SDPA-related infrastructure, but Bamba torch.compile+SDPA and BitNet packed-weight unpacking are distinct code-path failures." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer kwarg incompatibility is unrelated to Qwen3MoE FineGrainedFP8Config loading." + "reason": "CustomTrainer compute_loss signature change and Qwen3Moe FP8 failure are unrelated trainer API vs model quantization issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape bug and a tokenization-version regression are different problem areas." + "reason": "Video processor batched-shape bug and tokenization changes across versions are different pipelines; only generic 'version regression' similarity." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to the 3d_parallel.py failure." + "reason": "Unexpected num_items_in_batch argument in Trainer and inability to run 3d_parallel.py do not describe the same bug or fix." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading breakage is distinct from non-persistent buffer junk initialization." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both loading-state concerns, but not the same concrete defect." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are related only at a very broad level, not the same bug." + "reason": "Quantization offload issues and disabling mmap on Strix Halo are both memory/offload related, but the hardware/mmap OOM problem is a different root cause." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output resolution mismatch for OmDet-Turbo vs Perceiver non-default-resolution failure; different models and checks." + "reason": "Both are shape/resolution mismatches in vision processors, but OmDet-Turbo 640px vs 224px and Perceiver non-default-res interpolation are separate model-specific bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and OmDet processor resolution bug are unrelated preprocessing issues." + "reason": "LayoutLMv2 tokenizer NER/padding crash and OmDet-Turbo processor image-size mismatch are unrelated tokenizer vs vision processor issues." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Llava Next load segfault is not the same as sinq save/load quantization breakage." + "reason": "Int4 quantization OOM from increased reserved memory and T5/apex fused RMSNorm memory leak are both memory problems but come from different layers and fixes." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Bamba torch.compile/SDPA bug and Bark CPU-offload device mismatch are different model-loading failures." + "reason": "Video-input regression in Qwen VL models and unpacking Qwen3.5 input embeddings with TRL SFT trainer are both Qwen-related, but the failure modes are distinct." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Int4 reserved-memory/OOM regression is not the same as the T5 apex RMSNorm memory leak." + "reason": "Llava Next segmentation fault when loading and sinq quantized save/load breakage are both load/save stability issues but not the same underlying bug." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Qwen VL video-input regression and TRL SFT unpacking of Qwen3.5 embeddings are different layers of the stack." + "reason": "Bamba torch.compile+SDPA failure and Bark CPU-offload device mismatch are unrelated model/runtime issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to dequantized-model offload loading on gpu+cpu." + "reason": "Qwen3Moe FineGrainedFP8Config failure and device_map=auto dequantized model offload failure are both model-loading issues, but with different mechanisms and error surfaces." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map assert and Llava Next segmentation fault are separate model-loading problems." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model families and different runtime failures." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer/image-to-tokenizer regression is too specific and not the same as a general tokenization-change report." + "reason": "Processor.tokenizer regression in v4.57.5 and version-dependent tokenization changes are too broad; one is a specific API break, the other is a behavioral change claim." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b may involve tokenization, but the issue statement does not match the generic tokenization-change report closely enough." + "reason": "High perplexity on gpt-oss-20b and version changes the tokenization are not the same bug; one is evaluation quality, the other tokenizer behavior." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map assert is unrelated to GPT-OSS MoE tensor-parallel-only failure." + "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE-only TP issue are different parallelism/device-dispatch failures." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 loading assert and 3d_parallel.py execution failure are different issues." + "reason": "Both are execution failures, but auto device mapping on Qwen3 and not being able to run 3d_parallel.py are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are separate image-processing vs model-loading defects." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite wrong-token-IDs regression are different tokenizer bugs." + "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong token IDs are both tokenizer-related but clearly different code paths and symptoms." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model features." } ] }, @@ -4198,7 +4231,6 @@ "issue:43927", "issue:44186", "issue:44361", - "issue:44368", "issue:44451", "issue:44492", "issue:44509", @@ -4208,10 +4240,11 @@ "issue:44743", "issue:44898", "issue:44913", + "issue:44987", "issue:44991", + "issue:45042", "issue:45059", "issue:45072", - "issue:45357", "issue:45406", "issue:45464", "issue:45701", @@ -4230,216 +4263,213 @@ "issue:45406|issue:45464", "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:43550|issue:43653", - "issue:44492|issue:44509", "issue:43421|issue:45701", + "issue:43550|issue:43653", "issue:42915|issue:43322", + "issue:44492|issue:44509", "issue:43388|issue:45059", "issue:43606|issue:43653", "issue:43531|issue:45759", "issue:44514|issue:44545", "issue:34567|issue:35707", "issue:43421|issue:43927", - "issue:44368|issue:45357", "issue:44451|issue:44991", - "issue:42490|issue:43329", "issue:41720|issue:43746", + "issue:42490|issue:43329", "issue:44898|issue:45072", - "issue:43873|issue:45704" + "issue:43873|issue:45704", + "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "159a7bc22b3df48c4d7ca6c149d62c9920da66d4736334a9eba7cdce3047af60", + "prepared_review_unit_hash": "d422c1bd3f412d313767bff517ca5093dac55820176fc8e64ec3cb1fc6a18ceb", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35633, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a grab bag of unrelated issues. The only close match is issue:44514 / issue:44545, but the packet does not justify treating them as the same exact bug, so no soft edge should be accepted.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers issues, with only loose thematic overlap around tokenization/config regressions. All soft edges should be rejected under strict duplicate triage.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43421 is the best representative hub for the cluster\u2019s closest recurring theme: tokenizer/post-processor behavior and special-token handling. It also has the most adjacent soft links to other tokenizer/regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative of the only near-duplicate pair, but it should not be treated as a confirmed canonical duplicate target.", + "best_issue_reason": "issue:45812 is the strongest standalone issue to keep because it describes a broad, concrete regression with clear user impact ('wrong token IDs for all Granite models') and is more actionable than the more feature-oriented tokenizer concerns.", "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/runtime failure in 3d_parallel.py." + "reason": "Different subsystems and failure modes: GenerationMixin import error vs running a specific parallel script." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they involve different models and different bug mechanisms." + "reason": "Both involve config APIs, but they describe different model families and different persistence bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different code paths and symptoms." + "reason": "Both are Qwen-related, but one is masked-LM prediction correctness and the other is recurrent-state handling in modular generation code." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different model families and failures: video-input processing vs weight_only loading." + "reason": "Both mention Qwen3 VL/Omi-style models, but one is a video processing ValueError and the other is a from_pretrained weight loading error." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime post-processor syncing and a model-wide token-ID regression are not the same underlying bug." + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs Granite token ID regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer implementations and different crash surfaces; no clear shared root cause." + "reason": "Both are tokenizer crashes, but on different models and different task paths; not the same underlying defect." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is broader than the T5Tokenizer add_special_tokens load-time conflict." + "reason": "Both concern tokenizers, but one is slow/fast inconsistency and the other is a T5 tokenizer load-time attribute conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different subsystems and symptoms: Gemma4Processor attribute error vs chat/completions streaming failure." + "reason": "Processor/serve crash vs streaming chat/completions failure; too different to be the same change or bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map handling is unrelated to BarkProcessor voice_preset behavior." + "reason": "Both touch processors, but one is segmentation-map handling and the other is BarkProcessor voice_preset behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but the model classes and concrete bugs differ." + "reason": "Both are loading/offload-related CI bugs, but one is a device mismatch with CPU offload and the other is unpacking packed weights during accelerate loading." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Tokenization-related surface area, but one is special-token post-processing and the other is a broad version-dependent tokenization change report." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are distinct documentation issues." + "reason": "Both mention model loading/tokenization behavior, but one is SDPA/torch.compile for Bamba and the other is BigBirdTokenizer special-token registration." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Version-dependent tokenization drift is broader than not updating a post-processor after runtime token edits." + "reason": "Both are model-load failures, but one is FP8 config failure and the other is a segmentation fault loading Llava Next." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config loading vs Llava Next segfault on load." + "reason": "A typo in cache strategies is unrelated to removed pipeline-task documentation." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering with tuple labels and SAM3 text/bounding-box behavior are unrelated code paths." + "reason": "Different problem classes: metric gathering drops labels vs SAM3 prompt behavior with text and boxes." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to tokenizer special-token registration." + "reason": "Both involve loading/registration, but the concrete bugs are different: offload device mismatch vs missing BigBird mask-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and from_config text_config unwrapping are different bugs." + "reason": "Both are Qwen3/Qwen3-MoE family issues, but one is sliding-window handling and the other is config unwrapping for composite multimodal models." }, { "left": "issue:44514", "right": "issue:44545", "accept": false, - "reason": "The titles are very similar, but the packet explicitly marks deterministic_accept=false and there is not enough evidence to prove the same exact bug." + "reason": "These are essentially the same title and likely duplicates, but only one is listed as a soft pair? The pair differs only by numbering; if forced, they describe the same batched padding=False crash." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Both involve generation/training state, but one is token count tracking and the other is progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor syncing is different from losing custom token IDs on save/load." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A tie_word_embeddings warning is not the same as saving incorrect visual encoder keys." + "reason": "Both involve tokenizer/config persistence, but one is runtime post-processor updating and the other is custom token IDs lost on save/load." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." + "reason": "Both are tokenizer loading regressions, but the affected models and root causes are not the same." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A local-path import warning and undefined variables in multimodal token counting are unrelated." + "reason": "Both can surface during loading, but one is a Qwen3 device-map CUDA assert and the other is a GraniteSpeech PEFT local-checkpoint load issue." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Auto device mapping CUDA assert and PEFT/local-checkpoint loading are different failure modes." + "reason": "Local-path import warning vs undefined variables in video token counting; unrelated despite both being processor/loading-adjacent." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and different numerical vs interpolation issues." + "reason": "Both are bfloat16/vision-related inference issues, but one is Perceiver image resizing and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are unrelated bugs." + "reason": "Both relate to memory/offload/precision concerns, but one is quantization offloading and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: loading a specific model in v5.1.0 vs PIL image processors wrongly requiring torchvision in v5.4.0." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the cluster summary is too strong for the packet. The only clearly similar pair is issue:44514 / issue:44545, but the packet does not provide enough evidence to call it \u2018same exact bug,\u2019 and the soft pair is explicitly marked deterministic_accept=false in the packet. The other pairwise rejections are conservative, but the one accepted soft edge overstates confidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4481,6 +4511,7 @@ "issue:44062", "issue:44186", "issue:44220", + "issue:44368", "issue:44451", "issue:44589", "issue:44610", @@ -4490,10 +4521,9 @@ "issue:44843", "issue:44918", "issue:44936", - "issue:44987", - "issue:45042", "issue:45081", "issue:45356", + "issue:45357", "issue:45381", "issue:45479", "issue:45588", @@ -4506,207 +4536,207 @@ "issue:46050" ], "soft_pairs": [ - "issue:44987|issue:45042", "issue:43531|issue:44589", "issue:33666|issue:35707", "issue:45759|issue:45859", + "issue:44368|issue:45357", "issue:44062|issue:44451", - "issue:39692|issue:44610", "issue:45588|issue:45759", + "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:44918|issue:44936", - "issue:45663|issue:45923", "issue:43421|issue:43653", + "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43525|issue:43531", "issue:45704|issue:45859", "issue:34634|issue:41720", - "issue:43782|issue:45381", "issue:45081|issue:45356", + "issue:43782|issue:45381", "issue:39692|issue:43873", - "issue:44625|issue:45479", "issue:45356|issue:45907", + "issue:44625|issue:45479", "issue:43596|issue:44220", "issue:43994|issue:44671", "issue:44220|issue:44661", - "issue:43720|issue:43819", "issue:30064|issue:36010", + "issue:43720|issue:43819", "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "c91bf3c7da5cb02777974d53d66dc7476afd9939e78b8c24bedc975d50a06853", + "prepared_review_unit_hash": "d6a33b96c446799436b7e20cacc13ae49e5eecd34ce2db329b29a53313802df1", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35738, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous set of standalone bug reports; none of the soft pairs look like the same underlying issue, so there is no safe duplicate cluster to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue: the items span unrelated failures across tokenizers, models, training, and offline loading, so merging them would be incorrect.", + "summary": "This cluster is heterogeneous: mostly unrelated bug reports across tokenizers, multimodal configs, training/offload, and model-specific load/forward issues. None of the soft pairs look like true duplicates under a strict same-root-cause standard.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue emerges because the items are not one duplicate set; they span many distinct code paths and models. If forced to pick a representative issue, issue:43873 is the broadest and most actively discussed standalone runtime bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45042 is the strongest standalone report to keep as a representative issue: concrete regression, clear impact, and enough discussion/inbound references to indicate user relevance.", + "best_issue_reason": "Issue:43873 is the strongest standalone report in the set: it has the most inbound references/discussion and a concrete, reproducible quantization/offloading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different bugs: model loading for a specific repo vs PIL image processors incorrectly depending on torchvision." - }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding-window behavior vs a Float8 storage type error during loading." + "reason": "Different failures: Qwen3-MoE sliding-window config vs missing Float8 storage backend." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Different subsystems and symptoms: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + "reason": "Unrelated code paths: multi-GPU training for Qwen2-VL vs generation with inputs_embeds/past_key_values." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embedding." + "reason": "Same model family but different bugs: config unwrapping vs CPU-offload rotary embedding compatibility." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer constructor argument conflict is not the same as a model-specific load failure." + "reason": "Different concrete problems: warning about tie_word_embeddings vs saving wrong visual encoder keys." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both mention processor/model mismatch, but they affect different models and concrete failures." + "reason": "Tokenizer AddedToken constructor error is not the same as ScandiBERT model loading failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention aux-state crash is unrelated to from_config text_config unwrapping." + "reason": "Flash-attention sink handling and composite-config unwrapping are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model examples, but they describe different model/processor mismatches and different models." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Memory leak in T5 RMSNorm is a different problem from a missing model flag on a trust_remote_code variant." + "reason": "Unrelated issues: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Trainer-related, but one is input_embeds unpacking and the other is evaluate-after-train failure." + "reason": "Both involve trainer workflows, but one is SFT with input embeddings and the other is evaluate-after-train state handling." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "FSDP2 shared_kv_states bug is not the same as a gradient-checkpointing flag omission." + "reason": "Special-token handling is a broad theme, but these are different bugs in different tokenizer paths." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updating and the other is BigBird decode output." + "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Offline/tokenizer loading theme overlaps, but 44843 is specifically _patch_mistral_regex calling model_info and not the same reported bug." + "reason": "Both mention offline/tokenizer loading, but 44843 is specifically a mistral-regex model_info call and not the same cache bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." + "reason": "Gradient checkpointing eval-mode guard is unrelated to the ZeRO-3 gradient explosion report." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: post-processor sync vs LayoutLMv2 crashes on NER and padding/truncation." + "reason": "Runtime special-token post-processing and LayoutLMv2 NER padding crashes are different tokenizer defects." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Pad-token config attribute error is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Apex RMSNorm memory leak does not match a CPU-offload rotary embedding failure." + "reason": "Different subsystems and failures: apex RMSNorm memory leak vs CPU offload incompatibility in Qwen3.5 MoE." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Processor voice_preset bug and Qwen3 auto-device-map CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as qwen2.5-vl video vision_position_ids mismatch." + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is a crash and the other is a Kimi-K2.5 codec/regression report." + "reason": "Different multimodal bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL video position ids." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/model mismatch and quantization example errors are not the same as general offloading-with-quantization behavior." + "reason": "Doc-example/model mismatch in SigLIP2 is unrelated to quantization/offloading behavior." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Config propagation for Qwen3.5 num_labels is a different bug than zero-loss classification behavior." + "reason": "Kimi tokenizer regex regression is unrelated to list_repo_files revision forwarding in CI." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer codec/regression issue is unrelated to list_repo_files missing the revision argument." + "reason": "One is config propagation for Qwen3.5, the other is classification loss degeneracy across sequence-classification models." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed/BertModel init failure is unrelated to fbank feature extraction." + "reason": "Deepspeed ZeRO-3/BertModel index error and _torch_extract_fbank_features are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and outcomes: SigLIP2 nonsensical predictions vs CamemBERT MLM regression." + "reason": "Different models and failure modes: SigLIP2 pipeline output vs CamemBERT masked-LM predictions." }, { "left": "issue:44220", @@ -4715,22 +4745,22 @@ "reason": "Audio feature extraction bug is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC from_latents vs forward mismatch." + "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Image processor segmentation-map failure is unrelated to GenerationMixin import error." + "reason": "Packed-weight loading failure in BitNet and DAC from_latents/forward mismatch are different model-specific bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is a different failure from quantized sinq save/load breakage." + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are separate persistence bugs." } ] }, @@ -4804,223 +4834,223 @@ ], "soft_pairs": [ "issue:43540|issue:44008", - "issue:43653|issue:43720", "issue:43618|issue:43697", + "issue:43653|issue:43720", "issue:44077|issue:44625", "issue:45183|issue:45479", "issue:42915|issue:43746", "issue:43388|issue:46032", + "issue:43716|issue:44008", "issue:43550|issue:45072", "issue:43335|issue:43756", - "issue:43716|issue:44008", - "issue:43550|issue:43819", "issue:43295|issue:45834", "issue:43746|issue:43873", + "issue:43550|issue:43819", "issue:43950|issue:45987", "issue:44186|issue:44898", "issue:44062|issue:44488", - "issue:43653|issue:43819", "issue:44843|issue:45081", + "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:43540|issue:45381", "issue:43643|issue:44877", "issue:44448|issue:44671", "issue:43577|issue:43818", - "issue:43421|issue:44811", "issue:43782|issue:44977", + "issue:43421|issue:44811", "issue:30064|issue:36331", "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "0e406e0cd47300d3dc0101f64d3f9955c9c6e1ef9d460ad1a136ba96900f8636", + "prepared_review_unit_hash": "6106290cc692c47103686417dbfbd12acfcf24d67515c2718fa29c9d4059e64f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35660, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the items span unrelated tokenizer, config, cache, multimodal, quantization, and model-specific regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43873 has the strongest triage signal in the set (most discussion and inbound references), but the cluster itself is too mixed to represent a single underlying bug cleanly.", + "summary": "The cluster is mostly a collection of unrelated Transformers regressions across tokenizer, multimodal, config, loading, and cache code paths. None of the soft pairs look like the same underlying bug/change, so there is no safe duplicate canonicalization here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable representative purely by activity/impact, though it is not semantically aligned with most of the other issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and different failure modes: Qwen3OmniMoe video input validation vs Gemma3n audio_mel_mask name collision." + "reason": "Different models and failure modes: video input ValueError vs audio mask attribute collision." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking during accelerate loading; unrelated code paths." + "reason": "Unrelated regressions: CLIP output field missing vs RTDetrV2 output mismatch." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "CLIP output field regression vs RTDetrV2 output drift in v5; similar symptom class, but not the same bug." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Both involve config propagation, but they affect different models and different fields; not the same underlying issue." + "reason": "Different config issues in different models; not the same code path." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR logic vs degenerate loss computation for num_labels=1; distinct bugs." + "reason": "Input validation XOR bug vs classification-loss semantics bug." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "FineGrainedFP8 quantized loading failure vs PEFT adapter local-checkpoint loading; different loading mechanisms and failures." + "reason": "Unrelated: FineGrainedFP8 loading failure vs PEFT adapter checkpoint loading." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Distributed metric gathering label truncation vs cache seq_len correctness in Mamba2Mixer; unrelated subsystems." + "reason": "Different runtime paths: metric gathering last-batch truncation vs cache sequence-length corruption." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal problems: dtype mismatch vs variable name collision." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same code path." + "reason": "Different subsystems and symptoms: torch.compile SDPA bug vs bf16 dtype mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer construction bug vs RoPE layer dropping in Smollm3; both architecture/config issues, but different defects." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Image-preprocessor/model dtype mismatch vs Gemma3n variable collision; unrelated failures." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different models and different problems: SDPA/compile vs DAC from_latents forward mismatch." + "reason": "Both are model config bugs, but in different models with different root causes." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer regression vs long-OCR index error in Kosmos2.5; different inputs and failure mechanisms." + "reason": "Both involve multimodal input handling, but one is processor/tokenizer regression and the other is OCR index error." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading vs offloading with quantization; both loading-related, but not the same bug." + "reason": "Checkpoint loading/adapters vs offloading with quantization; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different failures: compile/SDPA vs DAC latent reconstruction mismatch." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained vs cache length return type contract; unrelated." + "reason": "Both are contract/regression issues, but on unrelated APIs and code paths." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/truncation crash vs Perceiver image classification resolution handling; different model families and paths." + "reason": "Tokenizer padding/truncation crash vs Perceiver positional-encoding failure." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor keyword collision vs model loading failure for cjvt/sleng-bert; both tokenizer-related, but not the same issue." + "reason": "AddedToken constructor error vs model loading failure for a specific checkpoint." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs DAC latent decoding mismatch; unrelated." + "reason": "Same helper function area, but different bugs and triggers: offline model_info call vs missing backend_tokenizer attribute." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Same helper function, but different root causes: offline hub call vs missing backend_tokenizer attribute." + "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE vs trust_remote_code config field loss; distinct code paths." + "reason": "Sliding-window MoE bug vs trust_remote_code config field loss; unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video input handling and the other is Qwen2.5-VL vision_position_ids; not a duplicate." + "reason": "Both are video-related, but they affect different Qwen models and different failures." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Config field loss with trust_remote_code vs strict config blocking granite_speech loading; related area, different regressions." + "reason": "Both are config-loading issues, but one is missing fields under trust_remote_code and the other is strict config rejection." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions (Pegasus vs CamemBERT) and different outputs; not mergeable as one bug." + "reason": "Both are v5 output regressions, but model-specific and not the same underlying change." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation issue vs Video-LLaVA missing temporal attention/shared weights; unrelated." + "reason": "Unrelated: dtype propagation in BLIP-2 vs missing temporal attention in Video-LLaVA." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different tokenizer/processor layers." + "reason": "Different Qwen models and different inference failures." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3VL weight-only load error vs Qwen3.5 flash-attention generation issue; different failure points." + "reason": "Special-token post-processor update bug vs skip_special_tokens decode behavior." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation map processing vs CustomTrainer compute_loss signature break; completely unrelated." + "reason": "Image segmentation-map processing vs CustomTrainer loss signature mismatch; unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated features." + "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated." } ] }, @@ -5094,8 +5124,8 @@ ], "soft_pairs": [ "issue:43322|issue:45685", - "issue:39692|issue:45834", "issue:44561|issue:45020", + "issue:39692|issue:45834", "issue:44485|issue:44509", "issue:45584|issue:45834", "issue:44479|issue:45834", @@ -5103,9 +5133,9 @@ "issue:43606|issue:45072", "issue:44186|issue:44442", "issue:43825|issue:43827", - "issue:43577|issue:43582", "issue:44805|issue:44936", "issue:34634|issue:36010", + "issue:43577|issue:43582", "issue:28218|issue:29159", "issue:43452|issue:44991", "issue:44610|issue:45072", @@ -5117,24 +5147,24 @@ "issue:43650|issue:43906", "issue:44671|issue:45701", "issue:43262|issue:43819", - "issue:43526|issue:43697", "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "7c821e15ac41cdbfbec239837890fb0ecc4eeb5e004d50f9bbc20939c18d095e", + "prepared_review_unit_hash": "79d5a4e950203352a87e77581a598d335a09dc9ec1b21403ddb0dd1edad07eda", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35371, + "serialized_chars": 35369, "estimated_input_tokens": 8843, "estimated_eval_tokens": 17942 }, @@ -5143,181 +5173,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. The soft pairs share broad subsystems or release-era regressions, but none look like the same concrete bug/change closely enough to merge. I would not accept any soft edges; the best umbrella issue is the broad tokenizer-regression report.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45701 is the broadest umbrella-like report here ('transformers version changes the tokenization') and has inbound references, so it is the best canonical issue candidate even though the nearby items are not true duplicates.", + "summary": "This cluster is mostly a set of unrelated issues. The only soft duplicate I\u2019d keep is the v5 pipeline-removal pair (issue:43825 vs issue:43827); the tokenizer-spacing pair (issue:28218 vs issue:29159) is too under-evidenced here and should be rejected conservatively.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43825 is the clearest concrete bug report in the set: it describes the runtime pipeline() messaging problem caused by v5 removals, while issue:43827 is the documentation-side follow-up rather than a separate underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative open issue for the cluster\u2019s recurring tokenizer/version-regression theme and is broad enough to subsume related reports better than the more symptom-specific tickets.", + "best_issue_reason": "issue:43825 is the best standalone issue because it is the most actionable, specific, and directly tied to a code-path/user-facing regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Both are crashes, but one is a Llava Next loading segfault and the other is an MPS int-histogram TypeError; different code paths and causes." + "reason": "Different failures in different areas: Llava Next load segfault vs MPS histogram TypeError." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "SigLIP2 docs/example failures vs Kosmos2.5 long-input index errors are unrelated issues." + "reason": "Both involve remote_code breakage, but the concrete causes differ: is_torch_fx_available removal vs broader recent-version regressions." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both mention remote_code breakage, but 44561 is a specific helper-removal regression while 45020 is a broad report of recent-version breakage." + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and v5 pipeline-doc removals are different problems." + "reason": "GLM-5 RoPE discussion is unrelated to the v5 pipeline-task documentation removals." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling after align_special_tokens is not the same bug as Kosmos2.5 OCR long-input indexing." + "reason": "Whisper empty-transcription failure and Kosmos2.5 OCR indexing are different bugs." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "A video-input regression across Qwen models is unrelated to the OCR long-input index error." + "reason": "Qwen VL video-input regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message regression about removed pipeline tasks; the other is a SigLIP2 model/pipeline mismatch with quantization failure." + "reason": "v5 pipeline-removal fallout is not the same as the SigLIP2 nonsensical-results report." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatches in inference are different failures." + "reason": "Bark CPU-offload device mismatch and dtype mismatch issues are different code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but they hit different models and different failures: LayoutLMv2 NER/padding crashes vs FastSpeech2Conformer tokenizer loading." + "reason": "Tokenizer crashes on different models with different symptoms; not enough to call them the same defect." }, { "left": "issue:43825", "right": "issue:43827", - "accept": false, - "reason": "These are related by the v5 pipeline-removal theme, but one is runtime messaging and the other is docs cleanup, not the same underlying bug." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype loading bug and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "accept": true, + "reason": "Same underlying v5 pipeline-task removal change: one is the runtime error/message, the other is the docs still referencing removed tasks." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are different training/runtime issues." + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are different bugs." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both concern tokenizer behavior, but the titles point to different symptom descriptions and no shared concrete failing path is evident." + "reason": "Tokenizer-related wording overlaps, but the packet only shows titles/snippets here; that is not enough to confidently treat them as the same underlying bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling breaking from_pretrained is a different issue from a specific tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "gguf_file loading regression and EMBEDDIA tokenizer loading failure are different issues." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatches." + "reason": "Processor size mismatch and dtype mismatch are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different bug from inference dtype mismatches." + "reason": "BitNet packed-weight loading failure is a different problem from a generic bfloat16 dtype mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend-install dependency coverage and Mistral regex patch crashes are unrelated." + "reason": "TensorFlow extra packaging and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 tied-weight bug and Qwen3VL weight_only loading error are different model-specific issues." + "reason": "Different model families and different loading failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different AttributeErrors in different components: tokenizer regex patching vs Gemma4Processor serving." + "reason": "Tokenizer regex-patch crash and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA float16 loss crashes are unrelated." + "reason": "AppleSilicon allocator TypeError and LwDetr AMP crash are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." + "reason": "Placeholder text is not a duplicate of an isolated reproduction report." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report share a theme but not the same concrete bug." + "reason": "CamemBERT masked-LM regression and broad tokenization-change report are too different to merge." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC from_latents/forward mismatch are unrelated." + "reason": "Audio sampling-rate default bug is unrelated to DAC from_latents/forward mismatch." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 v5 output differences are different model behaviors." + "reason": "Both mention tied-weight warnings, but on different models and with different incorrect ties." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both involve Qwen weight-tying warnings, but one is a wrong tied-weights mapping and the other is a repeated warning during LoRA fine-tuning." + "reason": "BEiT FastProcessor reduce_labels bug and RTDetrV2 output regression are different problems." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Non-template-node compilation error and CLIPTokenizer max-length bug are unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length issue are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is a bit too loose: issue:28218 vs issue:29159 share tokenizer-related wording, yet the packet only gives titles/body snippets here, which is not enough to confidently treat them as the same underlying bug. I\u2019d keep that pair rejected or phrase it more cautiously. The v5 pipeline-removal pair looks fine, but overall this is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5392,16 +5425,16 @@ "issue:43644|issue:43749", "issue:44589|issue:45042", "issue:43746|issue:44811", + "issue:36010|issue:43645", "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:38175|issue:44610", - "issue:36010|issue:43645", "issue:39692|issue:44912", - "issue:43854|issue:44977", "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:43454|issue:43577", "issue:43526|issue:44554", "issue:43720|issue:44610", - "issue:43454|issue:43577", "issue:43749|issue:44291", "issue:43531|issue:45042", "issue:36010|issue:36331", @@ -5415,14 +5448,14 @@ "issue:34567|issue:40990", "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "b7b9a7b2b192eec3c860c98862489a7bed0a49db07cf18b50445c3b780f861b0", + "prepared_review_unit_hash": "a83c3482fb8308aff14ddd8d07bd220eba36b2702d413fa0e76f1baade573286", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, @@ -5437,126 +5470,126 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share broad themes like loading, processors, or multimodal/video code, but they do not look like the same underlying bug/change. No soft edge should be merged.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43749 is the strongest umbrella candidate: it is a core loading regression, has the highest discussion/inbound-reference signal in this set, and is the most broadly representative issue among the heterogeneous candidates.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, with some loose thematic overlap around loading/regression issues, tokenizer behavior, and multimodal/video processors. None of the soft pairs look like true duplicates; they\u2019re mostly adjacent subsystems or similar failure modes rather than the same underlying bug.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: a recent-version regression breaking remote-code model loading. It best captures the general loading/regression theme seen across several nearby issues, even though the cluster is not actually a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43749 is the best single issue anchor for this cluster because it has the clearest downstream impact and the strongest evidence footprint; the rest are mostly unrelated symptom reports in adjacent subsystems.", + "best_issue_reason": "issue:45020 is the best single issue to anchor this group because it is broad, user-facing, and closest to an umbrella regression affecting multiple model-loading paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated bugs in different paths." + "reason": "Different failures: tokenizer special-token registration vs MXFP4 quantization/loading fallback. Same broad library area, but not the same bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A MobileLLM load key error is not the same concrete regression as the broad remote_code breakage report." + "reason": "Both involve loading problems, but one is a specific MobileLLM KeyError while the other is a broad remote_code regression. Too general to merge." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-helper usage in multimodal token counting is unrelated to stale auto_mappings config references." + "reason": "Video multimodal token counting bug vs auto_mappings referencing removed configs. Separate code paths and symptoms." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 index errors during training and evaluate-after-train failure are different trainer problems." + "reason": "Different training/evaluation failures: deepspeed zero3 on non-pretrained BERT vs trainer.evaluate() after train(). Not the same underlying defect." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are separate tokenizer/conversion code paths with different failure modes." + "reason": "Both concern bad exception handling around parsing, but they hit different functions and different failure modes; not one concrete bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP RAM-efficient loading are different loading regressions." + "reason": "Both are loading-related, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading. Similar theme, different bugs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency issue in PIL image processors." + "reason": "Unrelated: Float8 storage lookup error vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different issues in different stacks: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/initialization-related, but one is GenerationMixin import failure and the other is custom model initialization in Jupyter. Not the same bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure and MXFP4 quantization fallback affect different model execution paths." + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are separate model/config bugs." + "reason": "Both are model correctness issues, but one is DAC latent/STE mismatch and the other is config token ID persistence. Separate defects." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities and wrong processor image size are different model-vs-processor issues." + "reason": "Both touch vision models, but one is zero probabilities in SigLIP2 and the other is processor output shape mismatch for OmDet-Turbo. Not the same issue." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "GenerationMixin import failure is unrelated to notebook custom-model initialization breaking in v5." + "reason": "SigLIP2 doc example mistakes and quantization failure are not the same as git-oss MXFP4 loading fallback." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Broken documentation example and quantization fallback are not the same underlying bug." + "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issues do not match the Qwen3.5 flash-attention generation regression." + "reason": "Different model-specific generation/loading problems: GLM-4.7 unit test loading vs Qwen3.5 flash-attention generation." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "BarkProcessor voice_preset behavior and CustomTrainer.compute_loss kwargs are unrelated." + "reason": "AyaVision weight tying bug and Blip2 dtype propagation bug are separate model initialization problems." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are separate code paths." + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading and OmDet processor output shape are different failures." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision weight tying and Blip2 dtype propagation are distinct model-loading bugs." + "reason": "Packed-weight unpacking during accelerate loading vs OmDet processor input-size mismatch. Different layers and failure modes." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Both involve model loading infrastructure, but one is FSDP RAM-efficient loading and the other is init_empty_weights/_is_hf_initialized compatibility. Too far apart to treat as one bug." }, { "left": "issue:43531", @@ -5568,61 +5601,55 @@ "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and custom compute_loss kwargs are unrelated trainer/API issues." + "reason": "One is a GenerationMixin import regression; the other is a custom trainer API breakage. No shared underlying bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to undefined video-token helper functions." + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed vs multimodal video token counting undefined symbols. Separate subsystems." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are different processor bugs." + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior. Same domain, different code path." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields with trust_remote_code and composite-config unwrapping are adjacent but distinct config-loading bugs." + "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite configs. Not the same defect." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion and Kimi codec/regex regression are separate tokenizer issues." + "reason": "Tokenizer regression in add_special_tokens handling vs Kimi-K2.5 codec/regex warning regression. Similar class, but distinct bugs." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Slash-path import warnings and Qwen3 MoE weight conversion are unrelated loading problems." + "reason": "Trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token-count helper errors and batched video processor shape issues are different bugs." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "The former is a specific token-counting implementation bug; the latter is a broader video-input regression with different symptoms." + "reason": "Both are video-related, but one is undefined helper usage in token counting and the other is batched shape output from video processors. Different fixes." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counters and GPT-OSS perplexity are unrelated training/evaluation issues." + "reason": "Trainer token-count tracking bug vs extreme perplexity on gpt-oss-20b. No overlap in code path." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Bark CPU offload device mismatch and Qwen3_Moe rotary-embedding CPU offload incompatibility are different model-specific bugs." + "reason": "Both mention CPU offload, but they affect different models and different failing components (Bark device mismatch vs Qwen3_5 MoE rotary embedding)." } ] }, @@ -5682,6 +5709,7 @@ "issue:44991", "issue:45042", "issue:45072", + "issue:45081", "issue:45137", "issue:45357", "issue:45381", @@ -5698,263 +5726,339 @@ "issue:44568|issue:45488", "issue:44849|issue:45701", "issue:29159|issue:34567", + "issue:44291|issue:45042", "issue:43697|issue:45357", "issue:43257|issue:43931", "issue:43452|issue:43582", - "issue:44291|issue:45042", "issue:42915|issue:43742", "issue:41720|issue:43540", - "issue:33357|issue:34567", "issue:42915|issue:44821", + "issue:33357|issue:34567", "issue:43927|issue:44912", - "issue:44479|issue:45381", "issue:42915|issue:45538", "issue:44987|issue:45538", - "issue:43540|issue:44479", + "issue:44479|issue:45381", "issue:44987|issue:45907", "issue:43317|issue:45538", + "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:44737|issue:45588", - "issue:38175|issue:44898", - "issue:24643|issue:29159", "issue:43404|issue:45987", + "issue:24643|issue:29159", "issue:43742|issue:44291", + "issue:44737|issue:45588", + "issue:38175|issue:44898", "issue:44062|issue:44991", - "issue:43257|issue:43756", "issue:43257|issue:43696", + "issue:43257|issue:43756", "issue:43540|issue:45823", "issue:43906|issue:45381", - "issue:34567|issue:36331" + "issue:34567|issue:36331", + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "bcc99121bd027581d54df12a7eb317e8cb5288797bbe0cd51518c1a76204acad", + "prepared_review_unit_hash": "7015fdaf4819815128f10625b7a69916d5e7dd157e1b4beadb0edebc8719b2c7", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36786, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformer bugs across tokenization, model loading, quantization, training, and video/vision paths. The soft-similarity links look like false positives, so no edges are accepted. No PRs are present.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45488 is the clearest concrete regression in the set: a tokenizer-behavior change in v5 with a specific model-family impact and inbound references.", + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions with no clear duplicate group; the only strong overlap is the Qwen2.5-VL/Qwen3.5 video-input regression pair.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45488 is the clearest representative report: it is a concrete, active tokenizer regression with broad downstream impact and multiple inbound refs, while most other items are unrelated one-off model/loading/training issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best overall representative because it is concrete, user-facing, and broadly impactful compared with the more niche or one-off failures elsewhere in the cluster.", + "best_issue_reason": "issue:45488 best fits as the cluster representative because it has the strongest combination of specificity, user impact, and discussion activity; the rest of the set does not form a single coherent duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both concern tokenization, but one is missing BOS/EOS insertion while the other is a Llama tokenizer backend override; different root causes and fixes." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and fail for different reasons (BOS/EOS insertion vs LlamaTokenizer overriding tokenizer.json behavior)." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is an output_hidden_states bug in Qwen3.5; the other is a broad tokenization-change complaint. Not the same concrete defect." + "reason": "Qwen3.5 hidden-state behavior and a broad tokenization-change report are not the same concrete bug or code path." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." + "reason": "Tokenizer inconsistency and TrainerState token-count tracking are unrelated subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Model loading with init_empty_weights and PIL image-processor torchvision requirements are unrelated failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key issues are different model-specific bugs." + "reason": "Different model families and different bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a VL weight-shape mismatch; not the same bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Tokenizer/model loading via gguf_file and an Apple Silicon allocator TypeError are unrelated failures." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency checks are different code paths." + "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error do not share a concrete bug." + "reason": "Qwen3Moe FP8 loading and a MobileLLM key error are separate model-loading issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are unrelated." + "reason": "Both are Qwen3-family, but one is auto device mapping CUDA assert and the other is video-input validation; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config handling and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP and TrainerState token tracking are not the same issue." + "reason": "MacOS bus error in CLIP loading and TrainerState token accounting are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are not the same underlying bug." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different problems." + "reason": "Qwen3Moe FP8 config and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "DiaConfig token-ID persistence and MXFP4 quantization fallback are unrelated." + "reason": "A model-loading regression for physical-intelligence/fast and CLIPTokenizer max-length semantics do not match." }, { "left": "issue:44479", "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression around incorrect vision position ids in transformers 5.3.0; the broad report and the model-specific report could plausibly be fixed by one PR." + }, + { + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both involve Qwen video regressions, but one is a multi-model v5.3 regression and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same fix." + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's huge max_length value." + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both mention video inputs, but they target different Qwen model families and different failure modes." + "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer/model loading and list_repo_files revision forwarding are unrelated." + "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Device-map/offload loading failure and tokenizer max_length are unrelated." + "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model paths." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both are dtype-related, but they affect different models and symptom surfaces; not a single code-path bug." + "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention's s_aux=None crash are separate issues." + "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Unexpected zero probabilities in Siglip2 and Perceiver interpolation failure are different vision-model bugs." + "reason": "FineGrainedFP8 loading and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is a different bug from the Qwen VL video position-id regression." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No evidence shows the isolated reproduction of issue 38071 is the same concrete Qwen2.5-VL regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "DeepSpeed weight dimensionality and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT minimum-version bump are unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying and StaticCache.get_seq_length return type are unrelated." + "reason": "Mistral lm_head tying and StaticCache.get_seq_length return-type mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading key errors and init_empty_weights argument handling do not point to the same defect." + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are too different to merge confidently." + "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." }, { "left": "issue:43257", - "right": "issue:43756", + "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." }, { "left": "issue:43257", - "right": "issue:43696", + "right": "issue:43756", "accept": false, - "reason": "A loading/conversion bug and a CUDA OOM report are not the same underlying problem." + "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video-input errors and Gemma4 PLE device mismatch are different model/runtime bugs." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the qwen2.5-vl video-position-id regression." + "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature incompatibility are related to training, but they are distinct bugs with different fixes." + "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported overlap is the Qwen video-input regression pair (issue:44479 / issue:45381). The representative choice of issue:45488 is also defensible from the metadata. Soft-edge verdicts are conservative overall." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5992,7 +6096,6 @@ "issue:43756", "issue:43824", "issue:43994", - "issue:44062", "issue:44291", "issue:44488", "issue:44514", @@ -6005,6 +6108,7 @@ "issue:44898", "issue:44913", "issue:44936", + "issue:44938", "issue:44964", "issue:44977", "issue:45042", @@ -6022,233 +6126,230 @@ ], "soft_pairs": [ "issue:44913|issue:46121", - "issue:44062|issue:45081", - "issue:43646|issue:43749", "issue:36010|issue:42175", + "issue:43646|issue:43749", "issue:43749|issue:44756", "issue:43493|issue:43994", - "issue:42175|issue:43824", "issue:44291|issue:44821", + "issue:42175|issue:43824", "issue:45357|issue:45920", "issue:44792|issue:44964", "issue:43452|issue:44488", "issue:45042|issue:45081", "issue:28282|issue:34689", - "issue:43643|issue:45375", "issue:43742|issue:44589", + "issue:43643|issue:45375", "issue:43526|issue:45479", "issue:45405|issue:45600", - "issue:43756|issue:45325", "issue:43531|issue:44821", + "issue:43756|issue:45325", "issue:43697|issue:45216", "issue:28282|issue:29127", "issue:43582|issue:44977", - "issue:43720|issue:44898", "issue:44514|issue:45381", + "issue:43720|issue:44898", "issue:41762|issue:44936", "issue:44625|issue:44877", - "issue:43452|issue:43577" + "issue:43452|issue:43577", + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "3f6b24b5b62a5d31ae35c0d7cc6402b904cc747373f7c881d004ebfc289b3e1e", + "prepared_review_unit_hash": "f2be6c04558003d59404e121257ff6281f16798a5437d9f647ea4153ce6167e5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of distinct Transformers bug reports; only the SigLIP2 pair looks like the same underlying regression. No PRs are present in the cluster.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43493 is the clearest root-cause-style report for the one likely duplicate pair, describing SigLIP2 outputs diverging from the reference JAX implementation.", + "summary": "This cluster is a grab-bag of distinct Transformers bug reports and regressions across unrelated models, config paths, and loading behaviors. I don\u2019t see any true duplicate pairs among the soft candidates, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43452 is the most concrete, broadly applicable loading/API regression in the set, with a clear failure mode affecting both AutoTokenizer and AutoModelForCausalLM from_pretrained flows.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest open regression report in the set, spanning multiple models and likely offering the most reusable signal for the cluster.", + "best_issue_reason": "issue:43452 is the strongest representative issue: it has a specific, actionable symptom and a wide user impact without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve rope/config parameter handling, but one is reload defaulting and the other is a JSON list type error; different code paths." + "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope-parameter conversion TypeError on JSON-loaded lists." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Tokenizer construction error vs Mistral regex patch crash; unrelated failure modes." + "reason": "Unrelated failures: GenerationMixin import path break vs TensorFlow missing from the torch extra backend install." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic trust_remote_code config field loss and FSDP CPU RAM loading are different subsystems." - }, - { - "left": "issue:36010", - "right": "issue:42175", - "accept": false, - "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated dependency/import issues." + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are different code paths and symptoms." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/memory, but one is FSDP CPU RAM efficient loading and the other is Strix Halo mmap OOM; not the same bug." + "reason": "Different loading issues: FSDP CPU RAM-efficient loading vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both are SigLIP2 correctness regressions: one reports divergence from the reference implementation, the other nonsensical outputs from AutoModel/pipeline." - }, - { - "left": "issue:42175", - "right": "issue:43824", "accept": false, - "reason": "Packaging/backend selection for TensorFlow vs missing Qwen2.5-VL class import are unrelated." + "reason": "Both concern SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a bad output/loading report; not enough to treat as the same concrete bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different bugs." + "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2_5_VL class import; these are not the same failure." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key serialization and tokenizer wrong token IDs are different code paths." + "reason": "Different regressions in different APIs/models: save_pretrained visual-key corruption vs tokenizer producing wrong IDs." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and symptoms; one is a failed test, the other a model load regression." + "reason": "Separate model-specific failures: janus image generation test vs Phi-4 multimodal model loading." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loader breakage and a specific model load failure are not the same underlying issue." + "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image processor torchvision dependency regression vs Mistral tokenizer regex patch crash." + "reason": "Unrelated bugs: PIL backend unexpectedly requiring torchvision vs Mistral regex patch crashing on tokenizer internals." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading breakage are unrelated." + "reason": "PyTorch missing ImportError for AutoModel is unrelated to Llama 3.2 vision loading breakage." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Generic missing config fields with trust_remote_code and a specific Qwen3.5 config field dropped by strict mode are not clearly the same bug." + "reason": "MobileLLM key error and Float8 storage lookup TypeError are distinct load-time failures." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "MobileLLM key error and missing Float8 storage object point to different loader/runtime problems." + "reason": "Both are config-related, but one is generic missing fields with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT reduce_labels behavior and sequence-classification zero-loss semantics are different model/task bugs." + "reason": "Different bugs: BeitImageProcessorFast reduce_labels truncation vs sequence-classification zero-loss behavior with num_labels=1." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency version bump issue and stale auto_mappings CI break are unrelated maintenance problems." + "reason": "Release/versioning problem vs auto_mappings referencing removed configs; not the same underlying issue." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both concern RoPE/position handling, but they affect different models and different logic." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Sliding window behavior in Qwen3-MoE and image processor URL loading are unrelated." + "reason": "Different RoPE-related bugs in different models: missing RoPE layers vs still-image temporal position scaling." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different failure modes." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch missing ImportError vs LayoutLMv3 box validation error message; not duplicates." + "reason": "AutoModel missing PyTorch import error is not the same as LayoutLMv3 box-content error messaging." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are different bugs." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is wrong video vision_position_ids; distinct code paths." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Processor batched-template crash and video vision_position_ids bug are both Qwen2.5-VL-related but distinct code paths." + "reason": "BitNet accelerate-loading unpacking failure is unrelated to Perceiver non-default resolution classification failure." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading IndexError and trainer.evaluate after train() failure are unrelated." + "reason": "DeepSpeed ZeRO-3 loading IndexError is a different problem from trainer.evaluate() failing after train()." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config issues." + "reason": "num_labels propagation bug and strict config loading failure are different config issues." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and BLIP2 dtype propagation are different loader behaviors." + "reason": "gguf_file/from_pretrained loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to Python 3.14 import/load failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45920 is the broadest open regression by title, the cluster is indeed mostly unrelated issues, and there are no PRs. The soft-edge decisions are conservative overall, with the SigLIP2 pair as the only plausible same-bug match." - }, - "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 }, @@ -6269,11 +6370,12 @@ "issue:29127", "issue:29159", "issue:30064", + "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:38175", "issue:41720", - "issue:42175", "issue:43295", "issue:43452", "issue:43531", @@ -6301,7 +6403,6 @@ "issue:44811", "issue:44843", "issue:44936", - "issue:44938", "issue:44977", "issue:44991", "issue:45005", @@ -6315,13 +6416,12 @@ "issue:46050" ], "soft_pairs": [ - "issue:42175|issue:44938", "issue:43452|issue:44843", "issue:44514|issue:45290", - "issue:44484|issue:44704", + "issue:43295|issue:45356", "issue:24643|issue:29127", + "issue:44484|issue:44704", "issue:43819|issue:44811", - "issue:43295|issue:45356", "issue:44466|issue:45005", "issue:44936|issue:45823", "issue:30064|issue:33666", @@ -6332,231 +6432,229 @@ "issue:43577|issue:43697", "issue:44843|issue:44991", "issue:44464|issue:44743", - "issue:43643|issue:44561", "issue:41720|issue:43906", + "issue:43643|issue:44561", "issue:44493|issue:46050", "issue:29159|issue:33357", - "issue:43653|issue:43927", "issue:43531|issue:43742", + "issue:43653|issue:43927", "issue:45491|issue:46002", "issue:44464|issue:44977", - "issue:43550|issue:43927", "issue:43577|issue:45588", + "issue:43550|issue:43927", "issue:43688|issue:45440", - "issue:43550|issue:44361" + "issue:43550|issue:44361", + "issue:32090|issue:34567" ], - "prepared_review_unit_hash": "fd7ef49cf596a5154ec80ade28edbe983f59cb33dbdbbfb41e00ae65a634d867", + "prepared_review_unit_hash": "1df72ef42b2f79f96d85c7326d14283629fcf816206e63881ecf02e763cf461d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36443, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of distinct bug reports across tokenizers, processors, model loading, and generation. One likely duplicate pair stands out around tied-weights behavior in v5 serialization/loading; the rest are too loosely related to merge safely.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 45005 is the broader tied-weights regression report in v5 and best captures the shared problem behind the device-dependent lm_head.weight serialization symptom in 44466.", + "summary": "This set is a loose collection of unrelated Transformers issues; the soft links mostly share a broad subsystem (tokenizers/processors/training) but not the same concrete bug. I found no safe duplicate merges, and the strongest single representative is a tokenizer regression issue rather than any one of the linked pairs.", + "confidence": 0.73, + "canonical_issue_reason": "No exact canonical duplicate stands out across the set; issue:43653 is the best representative because it is a concrete, self-contained tokenizer regression and sits near several of the soft-similarity links.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the most representative and generalizable report for the tied-weights regression, with 44466 looking like a concrete manifestation of the same underlying issue.", + "best_issue_reason": "issue:43653 is the most representative issue in this cluster: it is specific, user-facing, and sits in the middle of the tokenizer/special-token regression theme that recurs across several soft links.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Unrelated backend/package-install issue vs Python 3.14 import failure." - }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both affect loading, but one is gguf/AutoModel loading and the other is an offline-mode Mistral regex patch bug; different causes and fixes." + "reason": "Both are tokenizer/model-loading failures, but one is a gguf_file loading regression and the other is an offline-mode hub metadata call bug; different concrete causes." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but they hit different edge cases and code paths." + "reason": "Both crash in apply_chat_template, but one is a batched padding=False failure and the other is a tool-call/no-content assistant-message crash; not the same bug." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Save-pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." + "reason": "One is a processor.tokenizer access regression in custom code; the other is Kimi-K2.5 codec handling / warning behavior. Different failure paths." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation messaging are unrelated." + "reason": "DeepSpeed training weight-shape runtime error versus a LayoutLMv3 boxes-validation error message issue; unrelated." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different behavior in different components: DAC latent conversion vs Whisper batch_decode skip_special_tokens." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor.from_pretrained not forwarding kwargs to cached_file." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both are regressions in tokenizer/processor behavior, but the model-specific causes are different." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different model/component bugs." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Strong match on tied-weights regression in v5; 44466 looks like a concrete serialization symptom of the broader issue in 45005." + "accept": false, + "reason": "Both mention tied weights in v5, but one is inconsistent lm_head serialization by device and the other is broader translation-model tied-weight issues; not the same concrete defect." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 device-mapping mismatch are different problems." + "reason": "trainer.evaluate() after train() and Gemma4 PLE device mismatch are distinct runtime problems." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map image processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug vs MLukeTokenizer AttributeError; different tokenizer implementations and failures." + "reason": "BigBird special-token registration/empty decode and MLukeTokenizer AttributeError are different tokenizer bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and different failure modes when loading/using them." + "reason": "MLukeTokenizer task failure versus AutoTokenizer loading FastSpeech2ConformerTokenizer; different classes and code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor/tokenizer regression." + "reason": "Unexpected zero probabilities in siglip2 and a processor.tokenizer regression are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer special tokens, but one is decode registration and the other is add_special_tokens semantics; not the same bug." + "reason": "Both involve special tokens, but one is BigBird mask-token registration/decoding and the other is mdeberta-v3 BOS/EOS insertion; not the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Distinct model-level regressions: dtype not propagated in BLIP2 vs differing RTDetrV2 outputs in v5." + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output divergence are unrelated model bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading failures, but one is offline model_info behavior and the other is a specific est-roberta regression." + "reason": "Both are tokenizer-loading regressions, but one is offline-mode model_info usage and the other is an EMBEDDIA/est-roberta load failure; different underlying issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both mention generation/statefulness, but compiled-forward chunking and cache/recurrent-state reset are different code-path bugs." + "reason": "Chunked generation inconsistency under compiled forward and recurrent state reset with cache are different generation-path defects." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Trust-remote-code config fields missing is not the same as removal of is_torch_fx_available breaking remote-code models." + "reason": "Qwen3 auto-device-map cudaErrorAssert and an isolated reproduction of another issue are not the same bug." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "The second is an isolated reproduction of another issue, but there is no evidence it is the same bug as the Qwen3 CUDA assert report." + "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code models are distinct regressions." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different symptoms with different causes." + "reason": "Unexpected key/position-id issues and sinq quantized save/load failure are different serialization/model-loading problems." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS bus error on a CLIP community model." + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are unrelated." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Special-token registration bug and DiaConfig custom-token-id loss after save/load are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM key error are different issues." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM config loading key error are unrelated." + "reason": "Special-token registration/decoding in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but in different subsystems and with different triggers." + "reason": "Gemma3 NaNs from sliding-window/all-padding batches and classification-head NaNs on checkout/init are different failure modes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked-generation inconsistency and flash-attention generation failure are different model/runtime bugs." + "reason": "Chunked generation under compiled forward and Qwen3.5 flash-attention generation issues are not the same concrete code path." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to DiaConfig custom token IDs after save/load." + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None crash are unrelated." + "reason": "torch.compile + SDPA failure in Bamba and DiaConfig token-ID loss on save/load are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepseekV3 remote-impl divergence are not the same concrete bug." + "reason": "Auxiliary-loss normalization and native DeepseekV3 divergence from remote implementation are different model-behavior bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model families and failure modes; no shared underlying code path." + "reason": "A compile/SDPA runtime bug and a tokenizer AttributeError are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType passed to _gpu_broadcast_one and TrainerState num_input_tokens_seen not updating are different Trainer issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The judgment is grounded in the packet: the one accepted pair, 44466 vs 45005, is well supported by the tied-weights / lm_head.weight serialization titles, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. The summary is appropriately cautious." - }, - "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 }, @@ -6577,7 +6675,6 @@ "issue:32090", "issue:33357", "issue:33666", - "issue:34567", "issue:35141", "issue:36010", "issue:36331", @@ -6590,6 +6687,7 @@ "issue:43493", "issue:43504", "issue:43525", + "issue:43540", "issue:43550", "issue:43572", "issue:43577", @@ -6615,6 +6713,7 @@ "issue:44849", "issue:44913", "issue:44964", + "issue:44977", "issue:45357", "issue:45405", "issue:45812", @@ -6622,7 +6721,6 @@ "issue:46050" ], "soft_pairs": [ - "issue:32090|issue:34567", "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:43504|issue:44610", @@ -6637,230 +6735,231 @@ "issue:45823|issue:46050", "issue:44849|issue:45357", "issue:43606|issue:43927", - "issue:43720|issue:43927", "issue:43525|issue:43572", - "issue:28282|issue:32090", + "issue:43720|issue:43927", "issue:28282|issue:33357", + "issue:28282|issue:32090", "issue:43262|issue:43295", + "issue:44568|issue:45812", "issue:43493|issue:43825", "issue:43756|issue:44913", - "issue:44568|issue:45812", "issue:43688|issue:43749", - "issue:43720|issue:44361", "issue:33666|issue:36331", + "issue:43720|issue:44361", "issue:43577|issue:44554", "issue:44964|issue:45405", "issue:39692|issue:43493", - "issue:44479|issue:44625" + "issue:44479|issue:44625", + "issue:43540|issue:44977" ], - "prepared_review_unit_hash": "403dbe0b6e535f4baee17ae3f978630d89f0e69d48027bc7240141175f9e0219", + "prepared_review_unit_hash": "12c6320c362e125887413b34165882bf24d8f051eb4a887bd7e12bae0573c987", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36280, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: the soft pairs mostly connect unrelated bug families (trainer, tokenizer, config, model loading, device mapping, docs, quantization) rather than true duplicates. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue stands out; the items span multiple unrelated problems, so choosing one representative would be misleading.", + "summary": "This cluster is a loose similarity bucket of mostly unrelated bug reports across loading, tokenization, generation, multimodal, and training subsystems. None of the soft-edge pairs look like true duplicates or mergeable equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying bug cluster safely.", "canonical_pr_reason": null, - "best_issue_reason": "If forced, issue 43504 is the closest to a local representative of the model-loading/config subtheme, but it is not a good global canonical for the full cluster.", + "best_issue_reason": "No global best issue for deduping; if forced to pick a representative, issue 43749 is the most substantial standalone regression report, but it does not unify the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Different bugs: GPU broadcast NoneType in Trainer vs token-count tracking in TrainerState." - }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different code paths: legacy-field model load failure vs torch.compile/SDPA forward failure." + "reason": "Different failures: legacy-field model preset loading vs torch.compile/SDPA runtime behavior." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading issues, but one is a legacy config field and the other is packed-weight unpacking during accelerate loading." + "reason": "Both are loading-related, but one is a preset/legacy-field issue and the other is BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading bug vs processor/model input-size mismatch; not the same issue." + "reason": "Different subsystems and symptoms: pretrained model preset loading vs processor/model input-size mismatch." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import error vs output embedding reinit after resize; unrelated." + "reason": "ImportError from missing PyTorch is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization differences across versions vs a reproduction of a separate issue; no clear shared bug." + "reason": "Both mention tokenization, but one is a v4->v5 tokenization regression and the other is a reproduction of a different issue." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different serialization problems: tied lm_head weights vs sinq quantized save/load breakage." + "reason": "Serialization of tied weights is not the same bug as sinq quantized save/load breakage." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; unrelated." + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training behavior." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error while loading MobileLLM vs loading AutoImageProcessor from URL; different failures." + "reason": "Different loader paths: MobileLLM config/key error vs AutoImageProcessor URL loading." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Device-mapping cuda assert vs chunked-generation inconsistency under compiled forward; different runtime bugs." + "reason": "CUDA assert under auto device mapping is unrelated to inconsistent chunked generation with compiled forward." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "GGUF loading breakage vs inability to load a specific model; not the same underlying cause." + "reason": "Both are model-loading failures, but they involve different mechanisms and models." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training feature request vs GenerationMixin import error; unrelated." + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mismatch during forward vs quantized model save/load corruption; different issues." + "reason": "Device-map PLE mismatch is unrelated to quantized save/load after sinq." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-state bug vs incorrect visual-encoder keys on save_pretrained; separate regressions." + "reason": "Different Qwen3.5 regressions: hidden-states output vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs DiaConfig custom token-ID save/load regression; unrelated." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs and generation failing." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Packed-weight loading issue vs custom token-ID loss causing generation IndexError; different bug classes." + "reason": "Similar class of config regressions, but different model configs and different missing fields; not the same concrete bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Similar symptom shape, but different models and missing fields: pad_token_id vs pad_token_idx." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to config token ID loss after save/load." }, { "left": "issue:28282", - "right": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import vs Trainer _gpu_broadcast_one NoneType error; unrelated." + "reason": "Missing PyTorch ImportError is unrelated to the MacOS bus error on a CLIP model." }, { "left": "issue:28282", - "right": "issue:33357", + "right": "issue:32090", "accept": false, - "reason": "ImportError for PyTorch vs MacOS bus error on a CLIP model; unrelated." + "reason": "PyTorch missing vs trainer broadcast TypeError are clearly different root causes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default bug vs processor.tokenizer/image-handling regression; different paths." + "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token insertion bug is not the same as Granite token-ID regression." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message; unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer issue vs GPTNeoX rotary_pct not persisting on reload; both RoPE-adjacent but not the same bug." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer special-token bug vs Granite token-ID regression; same general area, different models and failure mode." + "reason": "Smollm3 RoPE layer selection bug is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization vs FSDP RAM-efficient loading; unrelated." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different problems in different code paths." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Accelerate loading with packed weights vs MLukeTokenizer attribute error on tasks; unrelated." + "reason": "Qwen2-VL multi-GPU training is unrelated to the custom compute_loss signature change." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Multi-GPU training discussion vs unexpected num_items_in_batch in custom compute_loss; different trainer issues." + "reason": "BitNet packed-weight loading failure is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype-loading mismatch vs MPS attention correctness issue; unrelated." + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load failure vs dependency-version bump; not the same bug." + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version bump." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example errors vs SigLIP2 HF-vs-JAX implementation discrepancy; related model family but different concrete problems." + "reason": "SigLIP2 docs example errors are not the same bug as the HF-vs-JAX implementation discrepancy." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug in Qwen3.5; different failures." + "reason": "Video-input regression across Qwen variants is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Qwen3.5 flash-attention generation issues." } ] }, @@ -6896,7 +6995,6 @@ "issue:43334", "issue:43493", "issue:43504", - "issue:43540", "issue:43572", "issue:43575", "issue:43606", @@ -6920,252 +7018,253 @@ "issue:44734", "issue:44792", "issue:44843", - "issue:44977", "issue:45083", "issue:45200", "issue:45229", "issue:45405", "issue:45520", + "issue:45588", "issue:45701", "issue:45704", "issue:45759", "issue:45803", "issue:45823", - "issue:45987" + "issue:45987", + "issue:46050" ], "soft_pairs": [ - "issue:43540|issue:44977", "issue:43688|issue:45704", - "issue:43334|issue:43572", - "issue:43756|issue:45083", "issue:45803|issue:45987", - "issue:45200|issue:45229", + "issue:43334|issue:43572", "issue:44488|issue:44843", - "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43756|issue:45083", "issue:43334|issue:45759", - "issue:39692|issue:43295", + "issue:43493|issue:43844", "issue:43824|issue:44589", - "issue:43257|issue:43299", + "issue:39692|issue:43295", "issue:45229|issue:45823", + "issue:43257|issue:43299", "issue:43278|issue:43844", - "issue:43646|issue:44466", - "issue:43504|issue:43606", "issue:43572|issue:44291", + "issue:43646|issue:44466", "issue:44589|issue:45520", + "issue:43504|issue:43606", "issue:33357|issue:33666", - "issue:43927|issue:44361", "issue:43688|issue:45701", - "issue:43504|issue:43653", + "issue:43927|issue:44361", "issue:43606|issue:44112", + "issue:43504|issue:43653", "issue:44423|issue:44734", "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:44625|issue:45759", + "issue:45588|issue:46050", "issue:29942|issue:30333", "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "e3321744f20b2950be64af6b402804a7b8f02ea995e0b3649462605f0ae7e572", + "prepared_review_unit_hash": "a2ff6bc6f7105103b669179209cefe6881a6d5355fff9546570ccb9c4664d90d", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36529, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, docs issues, CI failures, or version-compatibility bugs. I do not see any soft pair that is the same underlying defect, so all soft edges should be rejected.", + "summary": "This cluster is a broad false-positive similarity bucket: the items span unrelated bugs across model configs, serving, training, CI, and documentation. None of the soft pairs look like true duplicates; they mostly share only vague keywords like loading, config, or regression.", "confidence": 0.93, - "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated code paths. If one representative is needed, issue 43646 is the broadest umbrella regression title.", + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and does not center on one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best cluster representative because it is the broadest and most upstream-facing regression description, but it still does not duplicate the rest of the items.", + "best_issue_reason": "If one issue must be used as a loose representative, issue 43295 is the broadest user-facing regression, but it is still not a good canonical duplicate target for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen3-family problems: video-processing ValueError vs flash-attention generation quality." - }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated models and bugs: auxiliary-loss normalization vs T5 RMSNorm memory leak." + "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs a T5 RMSNorm memory leak." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:45803", + "right": "issue:45987", "accept": false, - "reason": "Both are config-related, but one is a missing pad_token_id on Qwen3-VL and the other is StableLm pad_token_idx after v5 update." + "reason": "Unrelated bugs: a bare except in Fuyu tensor conversion vs a cache-length return-type contract issue." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Different feature areas: Smollm3 RoPE layer handling vs qwen3_omni_moe feature-length helper behavior." + "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different utilities and failures: Fuyu batch conversion exception handling vs StaticCache length return type." + "reason": "One is a model load failure for cjvt/sleng-bert, the other is an offline-mode regression in tokenizer patching." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same model family but different issues: missing token-type defaults vs multi-GPU inference OOM." + "reason": "Different problems entirely: missing mm_token_type_ids default vs a multi-GPU CUDA OOM." }, { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Loading failure for a specific model vs offline-mode regression in tokenizer patching." - }, - { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs DeepSpeed gradient growth; different symptoms and code paths." + "reason": "Distinct model-family bugs with no shared code path evident from the titles." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config, but one is pad_token_id loading failure and the other is from_config text_config unwrapping." + "reason": "Related to composite Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config unwrapping behavior." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Docs example errors for SigLIP2 are unrelated to a regression in custom model/processor code." + "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient anomaly are different issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for a Qwen class is unrelated to a missing Float8 storage backend." + "reason": "Import error for a Qwen2.5-VL class is unrelated to a float8 storage lookup failure." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is conversion under accelerate+deepspeed and the other is a transformers-dev load breakage." + "reason": "Both mention multimodal processor/model usage, but one is a docs example with multiple errors and the other is a regression in custom model code paths." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is OOM and the other is a device mismatch during forward." + "reason": "Different Gemma4 inference issues: OOM vs device mismatch in PLE forward." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient abnormality report." + "reason": "Different Qwen3 MOE loading failures with different triggers and symptoms." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Generic custom-model initialization regression vs tied-weight serialization differing by device." + "reason": "Embedding dtype drift during eval is unrelated to the HfDeepSpeedConfig gradient issue." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Legacy config field loading issue vs CPU offload device mismatch; different models and failures." + "reason": "Missing config field after 5.0 update vs init_empty_weights rejecting an unexpected argument." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to init_empty_weights/_is_hf_initialized constructor behavior." + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are separate code paths." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different missing-backend problems: Float8 storage type vs flash_attn import key error on Python 3.13." + "reason": "Float8 storage lookup failure is unrelated to a Python 3.13 flash_attn import mapping error." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Legacy-field model load failure vs CPU-offload device mismatch are not the same bug." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "DiaConfig save/load token IDs issue is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "MacOS bus error on CLIP loading vs multi-GPU Qwen2-VL training are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug is not the same as a version-dependent tokenization change." + "reason": "Aux-loss normalization bug does not match a broad tokenization-change report." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Beit legacy field loading problem differs from BigBird special-token registration / empty decode output." + "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError are different model-specific bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real CPU-offload device mismatch, the other is a stale CI test for GraniteSpeech." + "reason": "A real CPU-offload device mismatch and a stale CI test failure are not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are server runtime crashes, but they affect different endpoints and different tensor/indexing paths." + "reason": "Both are serving crashes, but they involve different endpoints and different failure mechanisms." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM for a model is unrelated to an unreleased minimum PEFT version bump." + "reason": "Model tensor-parallel OOM and an unreleased dependency bump are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to dependency-version pinning." + "reason": "Janus image-generation test failure is not the same issue as the PEFT version bump." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Related Qwen3.5 config area, but the bugs are distinct: num_labels propagation vs unwrapping composite text_config." + "reason": "Both involve Qwen3.5/3.6 composite configs, but one is num_labels propagation and the other is text_config unwrapping." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and sinq quantized model reload breakage are different problems." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training-job failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different model/input handling bugs." + "reason": "SigLIP2 output quality regression and unexpected position-id keys are not the same underlying bug." } ] }, @@ -7233,20 +7332,18 @@ "issue:45446", "issue:45520", "issue:45584", - "issue:45588", "issue:45823", "issue:46050", "issue:46121" ], "soft_pairs": [ - "issue:45588|issue:46050", "issue:44464|issue:45584", "issue:44521|issue:45290", "issue:43844|issue:44964", - "issue:44554|issue:45446", "issue:28218|issue:34567", - "issue:43688|issue:43873", + "issue:44554|issue:45446", "issue:45084|issue:45520", + "issue:43688|issue:43873", "issue:43540|issue:45200", "issue:29159|issue:32090", "issue:15354|issue:38175", @@ -7258,8 +7355,8 @@ "issue:43278|issue:43701", "issue:44315|issue:44849", "issue:28218|issue:33357", - "issue:43295|issue:44610", "issue:44554|issue:45356", + "issue:43295|issue:44610", "issue:43572|issue:44987", "issue:43493|issue:43701", "issue:43572|issue:43957", @@ -7271,88 +7368,82 @@ "issue:43550|issue:43844", "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "1a58ee4e8bdef85b7088fdf2e839468a4b9c334403699f9c20fa8468d8ed8eee", + "prepared_review_unit_hash": "42ce6a46289011d0fe525a9225e26794686c53d7d4631bf17abed13c02d40831", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37198, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36306, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster here: the items span unrelated tokenizer, generation, multimodal, quantization, and loading bugs. I\u2019d treat them as separate issues rather than one canonical duplicate set.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue is a clear duplicate anchor; the titles describe distinct bugs across different code paths and model families.", + "summary": "The items are a heterogeneous mix of unrelated tokenizer, generation, multimodal, quantization, and training issues. None of the soft pairs look like confident duplicates of the same underlying bug, so this cluster should not be merged broadly.", + "confidence": 0.76, + "canonical_issue_reason": "Issue:29159 is the broadest tokenizer-consistency report in the set and the closest thing to an umbrella issue, but the overall cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone report in this set: it has substantial discussion/inbound references and a concrete, reproducible bug description, even though it is not a duplicate hub.", + "best_issue_reason": "Issue:29159 is the most representative generic bug report among the tokenizer-related items; it is still only a partial fit for the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Different failures: flash-attention sinkless crash vs quantized model persistence/load regression." - }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both involve generation, but the concrete bugs and code paths differ (compiled forward vs empty transcription handling)." + "reason": "Different generation bugs: compiled forward/chunked generation inconsistency vs Whisper empty-transcription failure." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call/no-content messages; not the same bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated bugs: ZeRO-3 gradient inflation vs model loading failure for Phi-4 multimodal." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "Different code paths: MPS attention correctness vs flex_attention import/version-check issue." + "reason": "Unrelated failures: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; no shared underlying defect." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different code paths and symptoms." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Aux-loss normalization bug vs quantization/offloading behavior; same broad area only." + "reason": "Attention correctness issue on MPS vs a PyTorch version check/import problem in flex_attention." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-related type error vs Python 3.13 flash_attn import KeyError; separate root causes." + "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization bug vs quantization/offloading behavior; different underlying problems." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing error vs Gemma4 mm_token_type_ids defaulting problem." + "reason": "Video input processing failure vs Gemma 4 token-type-id defaulting for text-only fine-tuning." }, { "left": "issue:29159", @@ -7364,127 +7455,127 @@ "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export limitation vs SigLIP2 zero-probability issue; different models and failures." + "reason": "torch.jit.script export incompatibility vs zero-probability inference behavior; different bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update bug vs hidden-states output bug; distinct code paths." + "reason": "Generation kwargs update after sync_gpus vs hidden-states output bug; not the same issue." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is missing token-type defaults and the other is a device_map forward mismatch." + "reason": "Same model family, but token-type-id defaults and device-map forward mismatch are distinct bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated subsystems." + "reason": "Bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization, but one is offloading behavior and the other is save/load of a sinq-quantized model." + "reason": "Offloading/quantization runtime issue vs quantized save_pretrained/from_pretrained regression." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation type error; unrelated." + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError; different subsystems." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Eval dtype change vs checkpoint resume key mismatch; no shared bug." + "reason": "Dtype drift between train/eval vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application issue vs Qwen3.5 hidden_states bug." + "reason": "Liger kernel not applied with model_init vs Qwen3.5 hidden-states bug; different code paths." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space bug vs CLIP Mac bus error; unrelated." + "reason": "Tokenizer extra-space bug vs MacOS bus error loading a CLIP model." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer API break vs OmDet-Turbo processor image-size mismatch." + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression; only loosely related by general NLP model area." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Attention correctness on MPS vs tokenizer codec regression; different layers of the stack." + "reason": "Processor/tokenizer API regression vs wrong processor image resolution; both processor-related but different bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs a broader transformers>=5.1 loading failure." + "reason": "StableLmConfig pad_token_idx regression vs model loading failure for a specific repo; not the same underlying issue." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." + "reason": "SigLIP2 implementation discrepancy vs checkpoint key mismatch; unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config field regression vs meta-device loading breakage; different symptoms and fixes." + "reason": "Config default regression vs meta-device model loading breakage; different failure modes." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only finetuning defaults vs Qwen2.5-VL rope-index scaling bug." + "reason": "Gemma 4 token-type-id defaulting vs Qwen2.5-VL rope-position scaling; unrelated multimodal bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory release issue." + "reason": "Perceiver resolution failure vs RT-DETR memory not being released; unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights vs model collapse after LoRA merge with extended vocab." + "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both involve weights but not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor API regression vs batched video shape bug; different inputs and failure modes." + "reason": "Processor/tokenizer regression vs batched video shape bug; different models and failure modes." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Import error for flash-attention helper vs meta-device loading breakage; unrelated." + "reason": "Flash-attention import error vs meta-device loading failure; unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure on Bamba vs ZeRO-3 gradient growth; no shared underlying bug." + "reason": "torch.compile/SDPA failure in Bamba vs ZeRO-3 gradient abnormality; different subsystems." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization/offloading issue; only loosely related." + "reason": "Processor/tokenizer regression vs quantization offloading problem; not the same bug." } ] }, @@ -7551,269 +7642,254 @@ "issue:45290", "issue:45381", "issue:45412", + "issue:45520", "issue:45563", "issue:45584", "issue:45588", - "issue:45593", - "issue:45823" + "issue:45593" ], "soft_pairs": [ "issue:43334|issue:43525", "issue:43824|issue:43975", - "issue:42490|issue:43696", "issue:42915|issue:43824", + "issue:42490|issue:43696", + "issue:43975|issue:45520", "issue:37428|issue:43824", "issue:43653|issue:44112", + "issue:43278|issue:43856", "issue:38175|issue:45412", "issue:38175|issue:43493", - "issue:43278|issue:43856", "issue:44514|issue:44521", "issue:44442|issue:45198", "issue:43450|issue:43575", "issue:42490|issue:43493", "issue:43827|issue:43901", "issue:43819|issue:44112", - "issue:43819|issue:45083", "issue:43262|issue:43450", + "issue:43819|issue:45083", "issue:44610|issue:44857", "issue:44206|issue:45584", "issue:37428|issue:43425", "issue:44792|issue:45563", - "issue:43335|issue:43550", "issue:45127|issue:45245", + "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:45290|issue:45381", "issue:44857|issue:45593", "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:37428|issue:44351", - "issue:44206|issue:45823" + "issue:37428|issue:44351" ], - "prepared_review_unit_hash": "feb6ed8bd581df7984cddd48cb7851162f43ad44e3714f0b6f955e4c02e07070", + "prepared_review_unit_hash": "2a34865eb936b080aa04478953b7432b34bd5a16624065394a62a5abf57a4c4f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs look unrelated and should stay separate. I accepted only two likely same-bug pairs: the SigLIP2 implementation-mismatch reports and the Qwen2.5-VL `apply_chat_template` regressions.", - "confidence": 0.57, - "canonical_issue_reason": "issue:44521 is the most central and actionable issue in the set: it is open, has the strongest discussion/inbound activity, and describes a concrete multimodal chat-template regression.", + "summary": "The soft pairs are mostly broad topical matches rather than true duplicates. I would reject all candidate edges: they share APIs/models/subsystems, but the concrete failures differ. There is no strong PR cluster here, and the issue set is heterogeneous enough that any canonical choice is approximate.", + "confidence": 0.78, + "canonical_issue_reason": "I\u2019d use issue:43824 as the closest anchor only because it is a concrete, user-facing regression with a clear import failure and multiple references; however, the overall set does not really form one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue overall because it is active, user-facing, and broader in impact than the other candidates.", + "best_issue_reason": "issue:43824 is the strongest representative issue: it is specific, reproducible, and directly tied to a breakage at import time, which makes it the most actionable triage target among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (`pad_token_id` missing) but different model configs and likely separate fixes." + "reason": "Same symptom class (missing pad_token_id) but different models/configs and likely separate fixes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error and a detokenization regression are different bugs in different code paths." + "reason": "ImportError for a missing symbol vs a detokenization regression; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure in Qwen3MoE is not the same as a Qwen2.5-VL import error." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and CUDA OOM are unrelated." + "reason": "Local-path loading warning and CUDA OOM are unrelated failures." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Different model/config failure modes; one is FP8 config handling, the other is an import failure." + "reason": "Detokenization bug and Python 3.13 flash_attn import KeyError are different issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and distinct regressions." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a CI device-override test failure are unrelated." + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to MoE memory inefficiency." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." + "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are different subsystems and symptoms." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 model family and likely the same implementation mismatch; the zero-probability symptom fits the HF/JAX discrepancy." - }, - { - "left": "issue:43278", - "right": "issue:43856", "accept": false, - "reason": "Different issues: dtype drift in evaluation vs MoE training memory usage." + "reason": "Both are SigLIP2-related, but one is a specific zero-probability bug and the other is a broader implementation discrepancy." }, { "left": "issue:44514", "right": "issue:44521", - "accept": true, - "reason": "Both target Qwen2.5-VL `apply_chat_template` multimodal/batched handling, and the crash vs zero-mask symptoms fit one buggy code path." + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns bad assistant masks." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech-model tokenization bugs with different failure modes and code paths." + "reason": "Different tokenizer/model families and different failure modes." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bugs and tensor-parallel OOM are unrelated." + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Path-trailing-slash import warning is unrelated to SigLIP2 model parity." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipelines and different deprecated APIs." + "reason": "Both are docs regressions after v5 changes, but they concern different pages and APIs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/latents mismatch and a GraniteSpeech CI test issue are unrelated." + "reason": "DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override behavior." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different audio-model bugs in different helper/code paths." + "reason": "Audio chat-template sampling-rate default and batched video-shape handling are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batched-shape handling are unrelated." + "reason": "DAC latent conversion bug and qwen3_omni_moe length helper behavior are different code paths." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and AMP loss crash are different bugs." + "reason": "Processor output-size mismatch and AMP crash in loss computation are not the same bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different processors and different failure modes; not the same underlying bug." + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import error and a Torch version compatibility issue are unrelated." + "reason": "Flash-attention import failure and Torch 2.10 compatibility are separate environment issues." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed image-generation test and a stale warning about `num_return_sequences` are unrelated." + "reason": "Janus image-generation test failure and a stale generate warning are different generate-path issues." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Bamba torch.compile/SDPA failure are different problems." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories-limit runtime error." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "LoRA/tied-embedding collapse and category-count limits are unrelated." + "reason": "Sparse-layer configuration bug and torch.compile/SDPA failure are different model/runtime problems." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and a feature-extraction length helper bug are unrelated." + "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe helper-function behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL chat-template/video-position bugs with different failure modes." + "reason": "Chat-template tool-call crash and video vision_position_ids bug are different multimodal issues." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in one loss and missing auxiliary losses in another model are unrelated." + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "PEGASUS v4/v5 output differences and Qwen3 recurrent-state reset are unrelated." + "reason": "Pegasus v4/v5 output difference and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type handling and flash-attention sinkless-model handling are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "BF16/FP32 dtype drift and a v5 pipeline error message are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Different model families and different runtime issues." + "reason": "Gemma 4 token-type defaulting and flash_attention sink-less AttributeError are distinct failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are reasonably conservative: both involve the same model family/code path and describe symptoms that could plausibly share a single fix. The rejected pairs also stay within conservative, title-based separation." - }, - "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 }, @@ -7855,6 +7931,7 @@ "issue:43927", "issue:43931", "issue:44112", + "issue:44206", "issue:44292", "issue:44360", "issue:44448", @@ -7873,35 +7950,35 @@ "issue:45478", "issue:45491", "issue:45520", - "issue:45563", "issue:45588", - "issue:45593", "issue:45698", + "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:44206|issue:45823", "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:44360|issue:44561", - "issue:39692|issue:43526", - "issue:44855|issue:45083", "issue:43819|issue:44493", - "issue:43388|issue:43526", + "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:43388|issue:43526", + "issue:39692|issue:43526", "issue:45310|issue:45478", "issue:43335|issue:45083", "issue:45588|issue:45859", "issue:29942|issue:32090", "issue:39692|issue:44493", "issue:43720|issue:44112", - "issue:43335|issue:44112", - "issue:43335|issue:45593", "issue:44292|issue:45520", + "issue:43335|issue:44112", + "issue:43335|issue:45072", "issue:44448|issue:44779", - "issue:38175|issue:44493", "issue:44977|issue:45229", "issue:28218|issue:35141", + "issue:38175|issue:44493", "issue:42490|issue:43854", "issue:43606|issue:44857", "issue:44857|issue:45072", @@ -7911,262 +7988,261 @@ "issue:43701|issue:45083", "issue:34689|issue:35141", "issue:43550|issue:45083", - "issue:40444|issue:43526", "issue:29127|issue:32090", "issue:43927|issue:45698", - "issue:44568|issue:45491", - "issue:44977|issue:45563" + "issue:40444|issue:43526", + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "427650017f02fb0667ebddbf493c5fec074bbb0a0434ce91f10cffef2ec078ec", + "prepared_review_unit_hash": "077887c719f816274e03bd0e625d52c2faee186153232de3b7dfcc8d337da47b", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38581, - "estimated_input_tokens": 9646, - "estimated_eval_tokens": 19548 + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated Transformers issues that only look superficially similar. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports (issue 45310 and 45478).", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478, has more surrounding context, and appears to be the more established report of that failure.", + "summary": "Most soft edges are false positives: they share a broad subsystem (tokenizers, loading, vision models, flash-attn, etc.) but not the same concrete bug. The only clear duplicate pair is the two identical Qwen3.5 MoE loading issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, more established copy of the duplicated Qwen3.5 MoE from_pretrained regression; issue:45478 appears to be the later duplicate with the same title and same underlying failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate cluster in this set; the rest are separate bug reports with different code paths.", + "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical instance of the only true duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures: unsupported `center` arg in feature extraction vs device mismatch during forward with `device_map=\"auto\"`." + }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but one is a base_model_prefix regression and the other is a weight-shape mismatch for Qwen3-VL." + "reason": "Both are model-loading problems, but the concrete bugs differ: `base_model_prefix` regression vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decoding bug." + "reason": "Unrelated issues in different components: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both involve CI/runtime issues, but the failing paths are different: torch.compile+SDPA vs a stale GraniteSpeech device-override test." + "reason": "Different bug classes and code paths: Bamba torch.compile/SDPA failure vs a stale CI device-override test." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated problems: DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Different underlying problems: DSA indexer activation omission vs removal of `is_torch_fx_available` breaking trust_remote_code models." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to BeitImageProcessorFast reduce_labels returning the wrong label shape." + "reason": "DAC latent reconstruction mismatch is not the same as the position-id key regression affecting many models." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different root causes: Python 3.13 TorchScript parsing error vs a helper-length calculation issue in qwen3_omni_moe." + "reason": "Python 3.13 import/`torch.jit.script` parsing failure is unrelated to the qwen3_omni_moe feature-length helper bug." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "DAC.from_latents/STE mismatch is a model-internal bug, while the other is a position-id key warning across many models." + "reason": "Both touch BEiT/SwitchTransformers-style model loading only at a very broad level; the actual bugs are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-processing bugs: gather_for_metrics drops tuple labels in the last batch, while reduce_labels truncates arrays in BeitImageProcessorFast." + "reason": "Different failures in different layers: metrics gathering drops tuple labels vs BeitImageProcessorFast reducing labels incorrectly." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "These involve different model families and failures: sparse-layer creation in SwitchTransformers vs a legacy-field load issue in BEiT segmentation." + "reason": "Documentation-example/model-processor mismatch and quantization issues are unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; they look like duplicate reports of the same bug." + "reason": "Same title, same model family, and same from_pretrained regression; this is the same underlying bug reported twice." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Both are config/helper bugs, but they affect different code paths and model families with different failure modes." + "reason": "Different model/config bug vs a helper-function output-length issue in qwen3_omni_moe." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash-attention/offload areas, but one crashes on s_aux=None in the integration layer and the other is a rotary-embedding CPU-offload incompatibility." + "reason": "Both mention flash attention/offload, but the concrete failures differ: `s_aux=None` AttributeError vs a rotary-embedding CPU-offload incompatibility." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention 2 tests vs Trainer broadcast error from NoneType passed to _gpu_broadcast_one." + "reason": "A Flash Attention 2 test failure is not the same bug as a `_gpu_broadcast_one` NoneType broadcast error in Trainer." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation/model-processor issues are unrelated to the position-id warning seen across many models." + "reason": "SigLIP2 doc/example problems are unrelated to the position-id key regression." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different CI/runtime problems: unpacking packed BitNet weights during accelerate loading vs a stale GraniteSpeech device override test." + "reason": "Accelerate loading of packed BitNet weights is unrelated to a GraniteSpeech stale device-override CI failure." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI device-override failure." + "reason": "Different issues: Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 `flash_attn` import KeyError." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are separate model bugs." + "reason": "Different subsystems and failures; no shared concrete code path." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both mention version-related output changes, but they concern different models and different tokenizer/generation paths." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the widespread position-id key warning." + "reason": "Pegasus output changes across versions and Deepseek tokenizer incorrect results are separate model/tokenizer regressions." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are not the same underlying issue." + "reason": "Flash-attention generation issues for Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space after added token is unrelated to embedding reinitialization after resize with tie_word_embedding=False." + "reason": "Tokenizer added-space behavior is unrelated to the embedding reinitialization bug after resizing token embeddings." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading errors, but one is a local-path slash warning and the other is a Qwen4.7 Flash model loading failure in tests." + "reason": "Path-with-trailing-slash import warning is unrelated to the GLM-4.7-Flash model loading failure." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different device-mismatch bugs in different models and execution modes." + "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP crashes in LwDetrImageLoss." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "LwDetrImageLoss AMP crash and SwitchTransformers/TimmWrapper bfloat16 dtype mismatch are separate numeric issues." + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch are different concrete failures." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer regressions." + "reason": "A v5 compatibility break from API removal is not the same as Deepseek tokenizer output corruption." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and the v5 torch.fx removal regression affect different mechanisms." + "reason": "Ignoring `tokenizer.json` is a tokenizer-loading issue, not the `is_torch_fx_available` API-removal regression." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and failures; no same underlying bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is not the same as the qwen3_omni_moe feature-length helper bug." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different loading regressions: Llama 3.2 Vision breakage vs embedding reinitialization after resize." + "reason": "Llama 3.2 Vision loading failure and output-embedding reinitialization are distinct model-loading regressions." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe length computation." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Qwen2.5-VL iterable-dataset/multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to the Trainer _gpu_broadcast_one NoneType TypeError." + "reason": "Clarifying an error message for LayoutLMv3 boxes is unrelated to Trainer `_gpu_broadcast_one` NoneType handling." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig losing custom token IDs after save/load and custom-module loading after save_pretrained are distinct persistence bugs." + "reason": "Both concern save/load with custom values, but one loses custom token IDs while the other loads the wrong custom module; different bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "mDeBERTa BOS/EOS special-token handling and Gemma3 NaN embeddings with mixed-length batching are separate tokenizer/model issues." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged-generate warning about num_return_sequences." + "reason": "Tokenizer special-token handling for mdeberta-v3-base is unrelated to Gemma3 NaN embeddings with sliding-window attention." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate call on issue:45310 / issue:45478 is well grounded by the packet: same title and clearly the same Qwen3.5 MoE from_pretrained failure. The other soft-edge verdicts are conservative and stay within the evidence shown in the titles/body summaries. No overclaiming stands out." + "feedback": "The assessment is grounded in the packet: the duplicate call on issue:45310/45478 is supported by identical titles, timing, and the high similarity signal, and the other soft-edge rejections stay conservative by pointing to different titles/subsystems rather than claiming more than the packet supports." }, "evaluator_used": true, "retried": false, @@ -8237,231 +8313,238 @@ "issue:46121" ], "soft_pairs": [ + "issue:44977|issue:45563", "issue:43412|issue:45588", "issue:45372|issue:45588", "issue:45198|issue:45803", - "issue:29942|issue:35141", "issue:45459|issue:45712", + "issue:29942|issue:35141", "issue:42490|issue:43575", "issue:36010|issue:37428", "issue:44857|issue:45588", "issue:45245|issue:45563", - "issue:43653|issue:44743", "issue:44448|issue:44466", "issue:45588|issue:45823", + "issue:43653|issue:44743", "issue:43278|issue:43381", "issue:45372|issue:45459", "issue:43065|issue:45412", "issue:43976|issue:45440", "issue:25251|issue:32090", "issue:44186|issue:45198", - "issue:44206|issue:44479", "issue:44451|issue:45520", + "issue:44206|issue:44479", "issue:43066|issue:44462", "issue:44871|issue:44977", - "issue:43994|issue:45412", - "issue:44361|issue:45198", "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43994|issue:45412", "issue:43611|issue:46121", - "issue:33357|issue:39692", - "issue:29127|issue:34567" + "issue:29127|issue:34567", + "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "d238eaa040d6aaa09e65831c46e7acb2b310831bdcc48f9cc266c63845ab9203", + "prepared_review_unit_hash": "e829d1c1f485e5ffc96bc3e0a9601046c3bf087313fe5229909a6adc97ab0e81", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36172, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "soft_pair_count": 29, + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly keyword-level similarities, not true duplicates. The issues span unrelated regressions, import failures, tokenizer bugs, model-specific behavior, and memory/runtime errors, so none of the candidate pairs look mergeable as the same underlying bug.", - "confidence": 0.96, + "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly broad title similarity across unrelated bugs, regressions, or feature issues. I would not merge any of the candidate edges.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation behavior, but one is a flash-attention regression and the other is a stale warning; different symptoms and code paths." + }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export failure vs flash-attention s_aux=None crash; different subsystems and code paths." + "reason": "Different failures: executorch export vs flash-attention None handling; not the same underlying bug." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import error vs flash-attention runtime AttributeError; unrelated failures." + "reason": "Gemma processor import dependency issue vs flash_attention crash; unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion catching exceptions; different bugs." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinitialization on resize; no shared underlying bug." + "reason": "Wav2Vec2 save/tokenization failure and a Fuyu bare-except bug are separate tokenizer/model issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Protobuf-related error masking vs leftover dummy classes; unrelated issues." + "reason": "Tokenizer exception masking vs leftover dummy classes; no shared code-path bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash model path warning vs tensor-parallel OOM on Qwen2-57B; different problems." + "reason": "Local-path import warning and Qwen2 TP OOM are different loading problems." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different root causes." + "reason": "Both are import errors, but for different missing symbols in different modules; not the same fix." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash vs flash-attention None AttributeError; unrelated." + "reason": "LwDetr AMP/CUDA crash is unrelated to flash_attention sink-less-model AttributeError." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime limit vs stale generate() warning; not the same bug." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs Qwen recurrent-state reset bug; different code paths." + "reason": "Category-limit runtime error and generate() warning are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different output regression vs serialization of tied weights; same general area, but not the same concrete defect." + "reason": "Both are v5 regressions, but one is output mismatch and the other is serialization inconsistency; different bugs." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention AttributeError vs Gemma4 device-map mismatch; distinct failures." + "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct forward-pass issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token bug vs Qwen recurrent-state reset bug are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype drift vs gradient checkpointing being unsupported in eval; separate issues." + "reason": "Embedding dtype drift in eval and gradient-checkpointing in eval mode are different behaviors." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure vs protobuf exception masking; unrelated." + "reason": "Import dependency failure vs protobuf-error masking in tokenizer code; not the same defect." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak; no overlap in bug type." + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak do not share a fix." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility break vs DeepseekV3MoE divergence from remote implementation; unrelated." + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change vs Trainer broadcast NoneType error; different components and symptoms." + "reason": "Pipeline top_k output nesting and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Wav2Vec2 save/tokenization failure; not the same bug." + "reason": "Different tokenizer crashes in different models and input flows." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Unsupported center arg in feature extractor vs video-input regression across Qwen VL models; different concrete regressions." + "reason": "Model load failure for a specific repo and Python 3.13 flash_attn import-utils KeyError are not the same bug." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Model loading failure for ScandiBERT vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "Feature extractor center-arg regression and Qwen video-input regression are separate model/input issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." + "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same underlying bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS-token config mismatch vs flash-attention generation bug; not the same underlying issue." + "reason": "EOS-token config mismatch and flash-attention generation regression are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated model-specific bugs." + "reason": "FineGrainedFP8Config failure and quantized save failure are different quantization bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizer problems." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "FineGrainedFP8Config loading failure vs quantized model saving failure; both quantization-related but not the same bug." + "reason": "SigLIP2 inference mismatch and RT-DETR memory release are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression vs rope-parameter validation type error; unrelated." + "reason": "base_model_prefix loading regression and rope validation TypeError are distinct loader/config issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "CLIP MacOS bus error vs SigLIP2 documentation example issues; different model families and failure modes." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs num_input_tokens_seen not updating; no shared root cause." + "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different bugs with different causes." } ] }, @@ -8546,16 +8629,16 @@ "issue:43756|issue:45440", "issue:43278|issue:43575", "issue:42490|issue:43873", - "issue:43653|issue:44442", "issue:45372|issue:45406", - "issue:43723|issue:44554", + "issue:43653|issue:44442", "issue:41720|issue:45229", + "issue:43723|issue:44554", "issue:43381|issue:43701", "issue:43526|issue:45834", - "issue:45440|issue:45593", "issue:43761|issue:45859", - "issue:43278|issue:43329", + "issue:45440|issue:45593", "issue:29942|issue:36010", + "issue:43278|issue:43329", "issue:45103|issue:45372", "issue:32090|issue:33357", "issue:43526|issue:44186", @@ -8566,214 +8649,214 @@ "issue:42490|issue:43381", "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "45ad1f109951494d8f15315b3059cc89733702c0cace6d5e018346dbe12472c6", + "prepared_review_unit_hash": "39a15aaf280b0df3d5f4405d7b9f2780dedde2a73cdcab973a4ba472d0a4b726", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36735, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not duplicates of one another; they span many unrelated bugs across tokenizers, vision models, serving, quantization, export, and memory behavior. No single canonical issue/PR stands out for the cluster.", - "confidence": 0.92, - "canonical_issue_reason": "No coherent canonical issue: the set is heterogeneous and the reported failures involve different components and code paths.", + "summary": "This cluster is not a true duplicate set: the soft pairs span unrelated tokenizer, generation, multimodal, dtype, serving, and memory bugs. None of the candidate edges should be merged as duplicates. If a representative issue is needed, #45229 is the most active concrete report in the set.", + "confidence": 0.83, + "canonical_issue_reason": "#45229 has the highest discussion activity and is a concrete, well-scoped user-facing bug report, making it the best stand-in if one issue must represent this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; if one had to be picked, it would still not safely subsume the rest because the bugs are unrelated.", + "best_issue_reason": "Most active and detailed issue here; it reads like a real, self-contained bug report rather than a vague symptom. Even so, the overall cluster is too heterogeneous for a strong canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Different bugs: Flash Attention 2 test failures vs image processor void-segmentation-map handling." + "reason": "Different subsystems and failures: Flash Attention 2 test regression vs image processor void-segmentation handling." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different failures: runtime special-token post-processor sync vs Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization regression." + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure are different code paths and symptoms." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serving KV-cache tensor indexing bug vs Gemma4Processor missing _tokenizer; not the same defect." + "reason": "KV-cache continuation tensor indexing bug is unrelated to Gemma4Processor missing _tokenizer during serve loading." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Unrelated model issues: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are different model issues with no shared bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Different frameworks and failures: DistilBertModel issue vs torch.jit.script GeneratorExp export problem." + "reason": "DistilBert issue and GeneratorExp/torch.jit.script export failure are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM; not the same bug." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch vs RT-DETR memory not released; different underlying problems." + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to RT-DETR memory not being released after deletion." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and failures: Smollm3 RoPE layer drop vs DeepSeekV3 divergence." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are different implementation bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 dtype drift in eval vs tensor-parallel load OOM; unrelated." + "reason": "BF16-to-FP32 evaluation dtype drift is not the same underlying problem as Qwen2 tp OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer load failure for a different tokenizer." + "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "External dependency import error in Gemma4 loading vs missing _tokenizer attribute in transformers serve; different layers." + "reason": "Gemma4 processor import dependency failure and serve crash from missing _tokenizer are separate loading issues." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer import/load issue vs MPS attention correctness bug; no shared code path." + "reason": "BigBirdTokenizer special-token registration bug and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM; different failure modes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention value/query dimension correctness issue." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode vs checkpoint resume key mismatch; unrelated." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; different processors and failures." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss omission; unrelated model logic." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error do not share a concrete failure mode." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Different bugs: dtype change between train/eval vs undefined variables in multimodal token counting." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are distinct model correctness issues." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to GenerationMixin import errors." + "reason": "Both involve export/script-ish failures, but on different models and code paths; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling bug vs Gemma4 ReasoningEffort dependency import error." + "reason": "auto_docstring annotations crash and Gemma4 import dependency failure are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error vs MacOS CLIP bus error; different subsystems and symptoms." + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are different runtime failures." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both involve processors/tokenizers, but the actual bugs differ: label reduction vs NER padding/truncation crash." + "reason": "Both concern tokenizers/processors, but the Beit label bug and LayoutLMv2 NER/padding crash are different defects." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL config loading error vs Qwen3-MoE sliding_window issue; separate model bugs." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate problems." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug vs category-cardinality runtime limit; unrelated." + "reason": "Flash-attention generation bug and category-count limit error are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing export for Qwen2.5-VL vs generic dependency issue; not the same defect." + "reason": "Specific Qwen2_5_VL import error and generic dependency issue are not the same underlying bug." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Processor label handling bug vs CUDA/AMP loss crash; unrelated." + "reason": "BeitImageProcessorFast label reduction bug and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import warning on local paths vs gradient checkpointing in eval mode; different code paths." + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode failure are different issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "AutoTokenizer load failure for a speech tokenizer and dtype mismatch in bfloat16 inference are unrelated." } ] }, @@ -8849,8 +8932,8 @@ "soft_pairs": [ "issue:43262|issue:44206", "issue:43575|issue:43701", - "issue:42915|issue:43931", "issue:43575|issue:44387", + "issue:42915|issue:43931", "issue:44062|issue:45907", "issue:43441|issue:45588", "issue:44743|issue:44811", @@ -8859,8 +8942,8 @@ "issue:44977|issue:45584", "issue:44464|issue:45491", "issue:33357|issue:38175", - "issue:44964|issue:45440", "issue:44479|issue:45290", + "issue:44964|issue:45440", "issue:43316|issue:43525", "issue:44442|issue:45803", "issue:44442|issue:44898", @@ -8871,200 +8954,200 @@ "issue:43381|issue:43873", "issue:42907|issue:45698", "issue:43931|issue:45216", - "issue:43493|issue:43827", "issue:43550|issue:44743", - "issue:43720|issue:44442" + "issue:43720|issue:44442", + "issue:43493|issue:43827" ], - "prepared_review_unit_hash": "d8bee600fc71b4d215e66f697b3138f78802f524928b66916385ac3078662d2a", + "prepared_review_unit_hash": "9cc467a7c4d2d86adbf94a513aaf8433d0ce387035323895cf665835cc8dc80a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35796, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges appear to be false matches: they share broad Transformers themes at best, but each pair points to a different model, code path, or regression. No single coherent duplicate cluster stands out from these items.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous; the soft-similarity links are mostly lexical and do not indicate the same underlying bug or change. I rejected all soft edges and did not find a true duplicate group here.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the items span unrelated bugs/features, so any single issue would be an arbitrary representative rather than a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45698 is the most representative broad user-facing regression in the set: it is open, has discussion/inbound refs, and concerns incorrect module restoration in a common save/load path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different subsystems and symptoms: audio chat template sampling-rate default vs a feature extractor argument crash." + "reason": "Both are processor/template argument bugs, but one is about audio sampling-rate defaults and the other about an unsupported `center` arg in a feature extractor; different code paths and fixes." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM while loading a large Qwen model with tensor parallelism is unrelated to a resume checkpoint key mismatch." + "reason": "`tp` OOM during model load is unrelated to `resume_from_checkpoint` key mismatches in training state handling." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different models and failure modes: FP8 config failure in Qwen3Moe vs weight-shape mismatch for Qwen3-VL loading." + "reason": "Both mention memory pressure, but one is a tensor-parallel load OOM and the other is increased CUDA reserved memory under int4 quantization; not the same bug." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both mention memory pressure, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; not the same bug." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is a config/runtime issue, while the Qwen3-VL issue is a model-shape load mismatch." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken constructor error is unrelated to list_repo_files failing to forward revision." + "reason": "Tokenizer `AddedToken` argument duplication is unrelated to `list_repo_files` not forwarding `revision` in hub tooling." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but they hit different code paths and problems: Ministral-3 model failure vs sink-less flash_attention AttributeError." + "reason": "Both involve Whisper/transformer audio, but one is a FlashAttention failure for Ministral-3 and the other is empty-transcription generation after token alignment." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent state reset in modular Qwen3.5 is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "They are both sequence-processing bugs, but one resets recurrent state in Qwen3.5 MoE and the other ignores `skip_special_tokens` in Whisper batch decode." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom model initialization regression is not the same as a specific architecture disallowing optional post_init." + "reason": "Custom model initialization breakage is not the same as a model-specific `post_init` option policy issue in `patchtsmixer`." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-content error reporting is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Both mention state/initialization, but one is about a clearer LayoutLMv3 error message and the other about output embeddings being reinitialized after resizing." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different models and behaviors: Qwen3.5 flash-attention generation regression vs Whisper empty-transcription crash." + "reason": "Qwen3.5 flash-attention generation failures are unrelated to Whisper failing on empty transcription after `align_special_tokens`." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings from sliding-window all-padding cases." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are different failures in different execution paths." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 zero probabilities are distinct model/runtime issues." + "reason": "A MacOS bus error loading CLIP is not the same as SIGLIP2 producing zero probabilities; different symptom and likely root cause." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are separate model-specific regressions." + "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Video-input regression across Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific implementation bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API discrepancies, but they involve different attributes and different models." + "reason": "Gemma3TextConfig API mismatch and missing `pad_token_id` on Llama4Config are separate configuration surface issues." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure is unrelated to FuyuBatchFeature's bare except swallowing errors." + "reason": "FastSpeech2ConformerTokenizer loading and Fuyu tensor conversion exception handling are unrelated tokenizer/data-collation bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver non-default-resolution inference failures are unrelated." + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is not the same as Perceiver failing on non-default resolution interpolation." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "A CLIPVisionModel hidden_states regression is not the same as generic ModelOutput key assignment behavior." + "reason": "CLIPVisionModel not returning hidden states is a forward-output bug, while ModelOutput key assignment is a generic container bug." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMv3 box-information errors." + "reason": "Tokenizer spacing after added tokens is unrelated to LayoutLMv3's error-message clarity." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/deepspeed OOM and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are separate training issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different mechanisms: specific Llama 3.2 vision loading vs base_model_prefix handling." + "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading failures are both load-time issues, but they affect different mechanisms and code paths." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate concerns." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct behavioral bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is not the same as loading the wrong custom module after save_pretrained." + "reason": "Dequantized Ministral/Devstral save failures are not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on model load is different from an incorrect checkpoint produced by save_pretrained." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation parity and docs still referencing pipeline() are unrelated." + "reason": "Qwen3-VL weight-shape mismatch is a model-loading compatibility bug, while Qwen3.5 checkpoint corruption is a save_pretrained regression." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to recurrent state reset in Qwen3.5 modular code." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to Qwen3.5 recurrent-state reset behavior." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight unloading during accelerate loading has nothing in common with AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Accelerate not unpacking BitNet packed weights is a load/adapter issue, not tokenizer loading." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is a model implementation mismatch, while the docs issue is purely documentation after pipeline removals." } ] }, @@ -9158,217 +9241,217 @@ "issue:44162|issue:44792", "issue:25251|issue:28282", "issue:43295|issue:43825", - "issue:43550|issue:43701", "issue:41950|issue:43475", + "issue:43550|issue:43701", "issue:43606|issue:43701", "issue:44871|issue:45584", "issue:42617|issue:43575", "issue:43295|issue:44871", - "issue:33290|issue:35141", - "issue:33290|issue:36331" + "issue:33290|issue:36331", + "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "2b9c5f3dba266bbe064fecd0661aec40765581c1188c5103d3ca19d7c00faf7e", + "prepared_review_unit_hash": "1f5751463dab58080b295518730e60c2423a2bac518fdbe776ec921a45156b56", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues across configs, processors, generation, deepspeed, and model-specific regressions. No soft pair looks like the same underlying bug or change, so all candidate edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the reports span many unrelated bugs and subsystems, so none should absorb the cluster.", + "summary": "The cluster is highly heterogeneous: these issues span unrelated regressions in configs, processors, tokenizers, DeepSpeed, multimodal loading, and training utilities. None of the soft pairs look like true duplicates or mergeable same-bug candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated bug reports rather than duplicates of one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the topics are too diverse to treat as duplicates.", + "best_issue_reason": "No issue is a strong global representative for the cluster. The closest matches are still cross-topic false positives, so selecting one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different config bug types: Gemma3TextConfig API discrepancy vs Qwen text_config unwrapping." + "reason": "Different problems: Gemma3TextConfig API inconsistency vs. Qwen multimodal text_config unwrapping in AutoModelForCausalLM.from_config." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to torch.compile attention-kernel divergence." + "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs. torch.compile branching in attention kernels." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different failures." + "reason": "Both involve Trainer/DeepSpeed, but one is a NoneType broadcast error and the other is an Adafactor OOM; different code paths." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but for different symbols/packages and different loading paths." + "reason": "Both are import errors, but for different missing symbols and different dependency paths; not the same bug." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to zero-loss sequence-classification bug." + "reason": "Tokenizer special-token behavior is unrelated to the sequence-classification zero-loss bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Different import/loading breakages: model loading regression vs missing GenerationMixin import." + "reason": "Both are loading/import regressions, but they affect different APIs and failure mechanisms." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offload behavior and eos_token_id mismatch are separate config/runtime issues." + "reason": "Quantized offloading behavior and Gemma eos_token configuration are distinct issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss differs from GPTNeoX rotary_pct not persisting on reload." + "reason": "Different config persistence bugs affecting different classes and reload behavior." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy change is unrelated to Qwen video-input regression." + "reason": "PatchTSMixer post_init gating and Qwen video input regression are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading failure and unrecognized model/config registration are unrelated." + "reason": "Local dataset loading in an example script is unrelated to model config recognition for Olmo-Hybrid." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque failure." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMV3 error-message issue and CLIP Mac bus error are different bugs." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are not the same underlying bug." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision loading regression." + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are different failures." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM with Adafactor is not the same as optimizer.step being called twice." + "reason": "OOM with Adafactor vs. double optimizer.step() under DeepSpeed are different issues." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Different config issues: Gemma3TextConfig inconsistency vs granite_speech strict loading." + "reason": "Both concern config behavior, but the affected models and symptoms differ." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure is unrelated to batched apply_chat_template padding crash." + "reason": "Different multimodal/video input bugs in different Qwen models and different call sites." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in config classes is not the same as image preprocessor dtype mismatch." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight-tying bug and FlashAttention failure are different Mistral/Ministral problems." + "reason": "Weight tying bug and FlashAttention failure are distinct model-level issues." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and a Janus test failure do not share a concrete code-path problem." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import error." + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression differs from pipeline translation-task error messaging." + "reason": "Processor.tokenizer access regression and pipeline translation-task messaging are different v5 regressions." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "Video-classification pipeline processor lookup and Sam3VisionEncoderOutput missing attribute are separate bugs." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Video-classification processor lookup and SAM3 vision output attribute loss are different bugs." + "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same defect." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure differ." + "reason": "Gemma eos_token configuration inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is not the same as tensor-parallel OOM on Qwen2-57B." + "reason": "3d_parallel.py runtime failure and Qwen2-57B-A14B-Instruct OOM are different problems." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor API regression is unrelated to Gemma eos_token_id inconsistency." + "reason": "Processor/tokenizer regression and eos_token_id mismatch are distinct model-processing issues." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "DeepSpeed OOM and embedding reinit after resize are unrelated training/model-init bugs." + "reason": "DeepSpeed Adafactor OOM is unrelated to CustomTrainer.compute_loss signature drift." }, { "left": "issue:33290", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "DeepSpeed optimizer memory issue is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "OOM during optimizer use is unrelated to token embedding reinitialization in post_init." } ] }, @@ -9446,8 +9529,8 @@ "issue:43575|issue:43742", "issue:45127|issue:45200", "issue:43761|issue:44479", - "issue:43232|issue:43388", "issue:43452|issue:44496", + "issue:43232|issue:43388", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43504|issue:45698", @@ -9458,34 +9541,34 @@ "issue:44792|issue:44977", "issue:43906|issue:45290", "issue:44617|issue:45584", - "issue:43065|issue:44610", "issue:44190|issue:44964", + "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:43931|issue:44060", - "issue:44855|issue:45588", "issue:44792|issue:45600", - "issue:43335|issue:44855", + "issue:44855|issue:45588", "issue:45127|issue:45357", + "issue:43335|issue:44855", "issue:44737|issue:45803", "issue:44521|issue:45381", "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "d255da8a25a992a099913813765c8bdeb66b8f358a4c650d8ad1cd6f46d63e41", + "prepared_review_unit_hash": "5bfff1699de32ceb8bf95271ea35685054bb8b037ea7f5839a21ce65b38cbe9b", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36633, + "serialized_chars": 36634, "estimated_input_tokens": 9159, "estimated_eval_tokens": 18574 }, @@ -9494,186 +9577,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers bugs (loading, generation, multimodal preprocessing, config serialization, docs). None of the suggested soft pairs look like the same underlying defect, so no duplicate merges are warranted.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45698 is the broadest, most reusable tracker here: a public from_pretrained/save_pretrained loading regression with high discussion activity and direct impact on custom modules.", + "summary": "The cluster is mostly a set of unrelated Transformers bug reports. I found no soft pairs that look like the same underlying issue or change, so all candidate edges are rejected. The most representative issue here is the open save/load regression around custom modules.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45698 is the clearest broad, actionable bug report in the set: open, well-scoped, and centered on a recurring save_pretrained/from_pretrained failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best representative issue because it targets a core model-loading path, has strong discussion signals, and describes a general regression rather than a niche edge case.", + "best_issue_reason": "issue:45698 is the best representative issue because it describes a concrete, user-facing regression with a general loading/saving path and strong triage value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." + "reason": "Different SAM3 problems: a dummy Conv2d layer vs CUDA OOM in video inference." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model tensor-parallel OOM and MobileLLM key error are unrelated load failures." + "reason": "Unrelated load-time failures: tensor-parallel OOM vs a key error when loading a different model." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab is distinct from Gemma 4 token-type defaults." + "reason": "Separate training/modeling bugs: LoRA merge collapse vs missing default mm_token_type_ids." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen VL video input regression affect different code paths." + "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen video input regression." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to metric-gathering label truncation." + "reason": "Both are loading errors, but one is gguf tokenizer/model handling and the other is missing model_type config support." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "gguf_file loading bug and missing model_type config are different model-loading failures." + "reason": "Generation kwargs sync bug vs metric gathering dropping labels; no shared code-path." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id mismatch is not the same as quantized save/load breakage." + "reason": "Config eos_token mismatch is not the same as quantized model reload breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage in v5 is distinct from GPTNeoX rotary_pct not persisting on reload." + "reason": "Generic v5 init breakage vs a specific GPTNeoX config field not persisting on reload." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset-field load failure is not the same as wrong custom module selection after save_pretrained." + "reason": "Both concern loading/saving, but they are different failures: legacy field handling vs wrong custom module restoration." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing and Qwen3.5 recurrent-state reset are different generation bugs." + "reason": "Different cache bugs in generation: missing cache in chunked prefill vs recurrent state reset with seq_len>1." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to missing load-balancing loss when router logits are off." + "reason": "No concrete overlap: CLIP vision hidden_states regression vs MoE load-balancing loss omission." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." + "reason": "Optional post_init policy issue vs non-persistent buffer initialization bug; not the same bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models does not match KV-cache continuation indexing in serve." + "reason": "Different failure modes: multimodal video input regression vs serve KV-cache continuation tensor indexing." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different symptoms/code paths." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as chat-template crashes on tool-call assistant messages." + "reason": "No evidence they share the same bug; isolated reproduction of another issue is too vague to merge." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated runtime bugs." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure is unrelated to Phi-4 multimodal model loading." + "reason": "Dataset-loading trainer script failure vs Phi-4 multimodal model loading error are different problems." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() and SigLIP2 nonsensical outputs are not the same bug." + "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Junk-filled non-persistent buffers and rotary_pct reload regression are different serialization issues." + "reason": "One is buffer initialization corruption; the other is a config value not round-tripping on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the category-count runtime limit." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model-definition bugs." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 decorator parsing/import failure is unrelated to flash_attention s_aux=None crashing." + "reason": "Weight-shape mismatch during Qwen3-VL loading is not the same as an incorrect tied-weights warning." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test regression and stale auto_mappings references are different failure classes." + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Sparse layer creation in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." + "reason": "Python 3.13 JIT parsing error is a different issue from flash_attention crashing on s_aux=None." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse is distinct from Qwen3.5 saving the wrong visual encoder keys." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet device placement bug and Fuyu bare-except error swallowing are unrelated." + "reason": "LoRA merge collapse and incorrect visual encoder keys on save_pretrained are different save/load bugs." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs is not the same as wrong video vision_position_ids." + "reason": "Both are multimodal Qwen issues, but the assistant mask bug and vision_position_ids bug are distinct code paths and symptoms." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset-loading script bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation cleanup is not the same as a model correctness regression in SigLIP2." + }, + { + "left": "issue:44534", + "right": "issue:45245", + "accept": false, + "reason": "Non-persistent buffer junk and category-cardinality limits are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43761", + "accept": false, + "reason": "Broad Transformers 5 init breakage does not match the CLIP hidden_states regression." + }, + { + "left": "issue:43931", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:45698", + "accept": false, + "reason": "Bad SigLIP2 outputs and wrong custom-module restoration after save_pretrained are unrelated." } ] }, @@ -9747,224 +9848,224 @@ "issue:46121" ], "soft_pairs": [ - "issue:43976|issue:44855", "issue:44462|issue:45907", + "issue:43976|issue:44855", "issue:44938|issue:45542", - "issue:43540|issue:44734", "issue:44077|issue:44877", - "issue:35141|issue:42490", + "issue:43540|issue:44734", "issue:43644|issue:44913", + "issue:35141|issue:42490", "issue:44112|issue:45600", "issue:43335|issue:44190", "issue:46082|issue:46121", "issue:39692|issue:44190", "issue:44496|issue:45803", - "issue:43650|issue:44220", "issue:36246|issue:41628", "issue:43479|issue:45375", "issue:45276|issue:45584", + "issue:43650|issue:44220", "issue:45245|issue:45584", "issue:43295|issue:45276", - "issue:44186|issue:44734", "issue:44464|issue:45563", + "issue:44186|issue:44734", "issue:44683|issue:45446", "issue:38175|issue:43065", "issue:44933|issue:45362", - "issue:44246|issue:45003", "issue:43404|issue:45216", + "issue:44246|issue:45003", "issue:36246|issue:38617", "issue:44734|issue:45632" ], - "prepared_review_unit_hash": "e95f459b69bee84f56e43e8c1f24be89bff4f5234d3236feec0f206a624a714e", + "prepared_review_unit_hash": "ed38c052226f1c01edd8748a5671cbf8c895f6f03524c66e0383f515b1e603c5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35847, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "serialized_chars": 35849, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft pairs are false positives; the issues span unrelated bugs across imports, config validation, generation, and model-specific behavior.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: there is no single underlying bug shared by these items.", + "summary": "This cluster is mostly a loose semantic group of distinct Transformers bug reports, not a true duplicate set. The items share broad themes like import regressions, config loading, and model-specific runtime bugs, but the concrete failure modes differ too much to merge any soft pair.", + "confidence": 0.96, + "canonical_issue_reason": "issue:41628 is the clearest, most general user-facing regression in the set (a direct import failure), but the cluster is still too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication; the set is too heterogeneous to anchor on one issue.", + "best_issue_reason": "issue:41628 is the strongest representative issue because it is concrete, reproducible, and broadly understandable, even though it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Different failures: Python version support/installability vs a DebertaV2 JIT parsing IndentationError on Python 3.13." - }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer loading behavior is unrelated to forwarding the revision argument in list_repo_files." + "reason": "Both involve repo/model-loading behavior, but one is about tokenizer.json being ignored and the other about forwarding revision in list_repo_files; different bugs and code paths." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is a Python 3.14 import/load failure; the other is a TensorFlow-backend warning caused by tensorboard-only installs." + "reason": "Python/version compatibility is the only overlap; one is a packaging/runtime support problem and the other is a torch.jit parsing error on a specific model import." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Qwen3OmniMoe video-processing validation is unrelated to serve KV-cache continuation tensor indexing." + "reason": "Different failures: Python 3.14 import/load breakage versus missing TensorFlow backend handling when only tensorboard is installed." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTsMixer post_init policy and GraniteSpeech strict config loading are different code paths and bugs." + "reason": "One concerns PatchTSMixer post_init optionality, the other strict config rejection for granite_speech; not the same underlying bug." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Embedding reinitialization after resizing is unrelated to a local-path trailing-slash import warning." + "reason": "Both are runtime errors, but one is Qwen3OmniMoe video input validation and the other is serve/KV-cache continuation indexing; separate problems." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload defaults are separate issues." + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize_token_embeddings is unrelated to the trailing-slash local model import warning." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI device override flakiness in GraniteSpeech is unrelated to removed Sam3LiteText entries in auto_mappings.py." + "reason": "CI stale device-override test failure and removed Sam3LiteText auto-mapping references are different test/setup issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and local dataset loading in an example script are unrelated." + "reason": "Sparse-layer construction in SwitchTransformersConfig is a model config bug; local dataset loading in an example script is unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are different config-validation bugs." + "reason": "One is about LlamaConfig head_dim validation, the other about rope validation accepting JSON-loaded lists; same general area, different bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to the image-classification script's local dataset loading failure." + "reason": "Documentation/example errors for SigLIP2 and a local dataset loading issue are not the same code-path problem." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Model-type recognition failure in config loading is unrelated to a bare except swallowing errors in Fuyu tensor conversion." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "\"ADD THE DATA\" is not a concrete technical bug and does not match the fbank feature extraction issue." + "reason": "Unrecognized-model config loading and a bare-except error-hiding bug are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and module export problems." + "reason": "Both are import errors, but they involve different missing symbols and different export paths; not a single duplicate defect." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default multimodal config initialization and a missing strict config field are different model-specific config bugs." + "reason": "Default config initialization from None and strict dropping of a missing field are separate config-shape issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 token-embedding resizing does not share an underlying cause with Whisper empty-transcription generation failure." + "reason": "Gemma4 resize_token_embeddings mishandling is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to the _torch_extract_fbank_features problem." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper align_special_tokens behavior are unrelated failures." + "reason": "Category-count limits and Whisper empty-transcription handling are different failures with no shared code path." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression in custom model code is unrelated to Gemma4 resize_token_embeddings output behavior." + "reason": "Processor/tokenizer API regression and Gemma4 embedding-resize behavior are distinct model-API bugs." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache continuation indexing." + "reason": "Both mention generation, but one is inconsistent outputs under compiled forward while the other is a stale warning in paged generate; not the same bug." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Compiled forward inconsistency in chunked generation is unrelated to a stale warning about num_return_sequences." + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are unrelated code paths." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "A torch>=2.9 compiled flex_attention failure is not the same as an incorrect version check for AuxRequest import." + "reason": "Both touch flex_attention, but one is a compiled failure on torch >= 2.9 and the other is a version-check/import issue for AuxRequest; not mergeable as one fix." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing image_utils import and a Qwen3.5 chat crash are different subsystems and failure modes." + "reason": "A missing image_utils import and a Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same underlying bug." + "reason": "Weight-tying in Mistral3 and incorrect save_pretrained behavior in Qwen3.5 are different model-specific serialization/tie-weight issues." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Mistral3 lm_head tying is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Import performance being slow is not the same as unsafe sys.modules access; broad import-time theme only." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "These are distinct import errors from different missing names and modules." + "reason": "Different missing names from different modules; both are import errors but not the same underlying export bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache continuation crashes and trust_remote_code cache-path collisions do not share a concrete code-path bug." + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions are unrelated." } ] }, @@ -9994,6 +10095,7 @@ "issue:42907", "issue:43295", "issue:43299", + "issue:43335", "issue:43381", "issue:43388", "issue:43441", @@ -10007,7 +10109,6 @@ "issue:43824", "issue:43854", "issue:43901", - "issue:43976", "issue:44016", "issue:44075", "issue:44112", @@ -10019,6 +10120,7 @@ "issue:44368", "issue:44496", "issue:44561", + "issue:44683", "issue:44933", "issue:44964", "issue:45020", @@ -10028,7 +10130,7 @@ "issue:45278", "issue:45335", "issue:45357", - "issue:45405", + "issue:45542", "issue:45563", "issue:45584", "issue:45593", @@ -10047,235 +10149,236 @@ "issue:41950|issue:44016", "issue:42490|issue:45632", "issue:43673|issue:44336", - "issue:43388|issue:43688", "issue:43531|issue:45600", - "issue:44016|issue:44220", + "issue:43388|issue:43688", "issue:43295|issue:45335", - "issue:43526|issue:43901", + "issue:44016|issue:44220", "issue:42175|issue:44279", + "issue:43526|issue:43901", "issue:44496|issue:45042", + "issue:43335|issue:45593", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:45335|issue:45584", - "issue:43299|issue:45357", "issue:44496|issue:45759", - "issue:43976|issue:45405", + "issue:43299|issue:45357", "issue:41950|issue:45020", "issue:44242|issue:45200", "issue:44351|issue:45278", "issue:43479|issue:43525", - "issue:43824|issue:44933" + "issue:43824|issue:44933", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "18c4f670470c5c723983b87832504a911aa33d5ad5cfeaf9792f191bb8667abd", + "prepared_review_unit_hash": "e6ca0513219f507dec629c748cf4bd4dd6bd858eb1f4a82a98365f838ca9531b", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36063, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36967, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues. Several are broadly about model loading, configs, or import regressions, but none of the candidate pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44964 is the best anchor: it is a concrete, user-facing multimodal loading regression and is the closest thematic match to several other config/import/model-loading reports in the set, even though this is not a true duplicate cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports: model loading/import errors, config issues, generation bugs, and a few docs/test problems. I do not see any soft pair that is clearly the same underlying bug or change, so no pair should be merged as duplicates. The broadest umbrella issue is #45020, but it is still too general to serve as a true duplicate canonical for the whole set.", + "confidence": 0.68, + "canonical_issue_reason": "#45020 is the broadest and most central issue in the set, covering recent-version regressions that break model loading and remote_code flows. That said, the surrounding issues are still too diverse for it to be a clean canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the most representative and well-scoped issue here; it is specific enough to be a canonical anchor, but it should still be treated as distinct from the other loading/config reports.", + "best_issue_reason": "#45020 is the best umbrella issue because it most closely matches the dominant theme of version-induced model loading breakage across several reports, even though the cluster is not a single duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention trust_remote_code, but one is about a removed helper breaking models and the other is a local-model cache path collision." + "reason": "Both involve trust_remote_code-related behavior, but one is about removed API usage breaking remote-code models and the other is a local cache-path collision. Different bugs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading problems, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model/config.json issue." + "reason": "Both concern config/model loading, but one is missing fields from AutoConfig with trust_remote_code and the other is unrecognized model/config.json handling. Not the same failure." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Different generation bugs: a stale warning for num_return_sequences versus failure on empty Whisper transcription." + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription failure after token alignment. Different code paths." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both involve model loading/registry plumbing, but one is a Phi-4 multimodal load failure and the other is stale auto_mappings references causing CI breakage." + "reason": "Both are model-loading regressions, but they affect different models and different root causes: Phi-4 multimodal loading vs stale auto_mappings references." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI device override failure is unrelated to the Phi-4 multimodal loading problem." + "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal load failure." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different missing-import/load failures for different models; same broad area, not the same bug." + "reason": "Different models and different load failures; no shared underlying bug is evident." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "One is about saving dequantized Ministral/Devstral models, the other about FlashAttention loading for Ministral-3." + "reason": "Both mention Ministral models, but one is about saving dequantized models and the other about FlashAttention loading/runtime behavior. Not the same issue." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline behavior and a notebook syntax error are unrelated." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Both touch local model paths, but one is a trailing-slash warning and the other is a cache-path collision for same-named leaf directories." + "reason": "Both involve local model paths, but one is a trailing-slash import warning and the other is a cache-path collision for shared leaf names. Different bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked prefill cache handling and ANSI color output in loading_report are unrelated." + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references are different problems." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training bugs: label gathering in evaluation versus auxiliary-loss normalization." + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different training bugs." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale config references in auto_mappings.py." + "reason": "Processor.tokenizer/image passing regression and t5gemma embedding resizing are unrelated code paths." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a feature-extraction helper issue are unrelated." + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Processor.tokenizer regression with images is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both mention dependencies, but the titles indicate different packaging problems with no shared concrete bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs drift are unrelated." + "reason": "A BeitImageProcessorFast label bug and a documentation mismatch for return_all_scores are not duplicates." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both are dependency-related at a high level, but the backend packaging omission is not the same as a generic dependency issue." + "reason": "Different model/config loading failure versus image processor torchvision dependency issue." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Missing model_type in config.json and PIL image processors requiring torchvision are different failures." + "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL/Qwen3.5 loading failure and incorrect saved checkpoint output are different regressions, not one bug." + "reason": "Both are Qwen regressions, but one is load-time breakage in v5.0.0.dev0 and the other is a save_pretrained regression in v5.4.0. Different code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated." + "reason": "SGD args not being used and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different code paths." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to a missing-model-type import/load failure." + "reason": "A docs mismatch and an unrecognized-model/config loading failure are not the same underlying issue." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained emitting wrong visual-encoder keys." + "reason": "Embedding resizing in t5gemma and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Missing model_type in config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct config-resolution bugs." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python-version compatibility and an unreleased peft version bump are unrelated dependency issues." + "reason": "Both relate to model config loading, but one is an unrecognized model/config.json problem and the other is AutoModelForCausalLM not unwrapping text_config. Different defects." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Image-processor lookup in a video pipeline is unrelated to broad remote_code regressions." + "reason": "Video-classification image-processor lookup is unrelated to remote_code model-loading regressions." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are different model-training bugs." + "reason": "Load-balancing loss computation and mm_token_type_ids defaults are different multimodal/training issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache import and broad import errors after upgrade are not the same concrete failure." + "reason": "A missing HybridCache import may be one symptom among many in the broader import-error report, but there is not enough evidence that they are the same concrete bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default-init issues and Llama4Config missing pad_token_id are different config bugs." + "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated config bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules with different root causes." + "reason": "These are both import-related, but they concern different missing symbols from different modules and different causes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and a TensorFlow/tensorboard backend import issue are unrelated." } ] }, @@ -10313,6 +10416,7 @@ "issue:43450", "issue:43577", "issue:43650", + "issue:43653", "issue:43854", "issue:43901", "issue:43976", @@ -10335,10 +10439,10 @@ "issue:45081", "issue:45216", "issue:45276", + "issue:45290", "issue:45325", - "issue:45397", "issue:45405", - "issue:45542", + "issue:45593", "issue:45600", "issue:45712", "issue:45812", @@ -10348,231 +10452,245 @@ "issue:46132" ], "soft_pairs": [ - "issue:44683|issue:45542", "issue:41950|issue:45823", + "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:43577|issue:45216", "issue:44016|issue:44062", "issue:32090|issue:35141", "issue:38175|issue:44617", - "issue:39692|issue:43901", "issue:44279|issue:45405", "issue:43299|issue:43854", + "issue:39692|issue:43901", "issue:43650|issue:46132", "issue:43295|issue:44779", "issue:44462|issue:45081", "issue:43976|issue:44987", "issue:43976|issue:44279", + "issue:45081|issue:45907", "issue:44297|issue:44462", "issue:41950|issue:43650", - "issue:45081|issue:45907", - "issue:44521|issue:45325", "issue:43450|issue:44279", "issue:43441|issue:45834", + "issue:44521|issue:45325", "issue:45600|issue:45712", "issue:42994|issue:43317", "issue:43065|issue:44898", "issue:44466|issue:45276", - "issue:44623|issue:45397", "issue:44261|issue:44263", - "issue:44623|issue:44749" + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:43650|issue:45290" ], - "prepared_review_unit_hash": "fa282ad6ab9fb328eab1bd2d6a54addf4f0ffc7aab40e857b77f5ad51c134d0a", + "prepared_review_unit_hash": "4304cbd4bb8885fc7e2f42bcc5e8f9b29a47f6da6c02a42615c35ceafaf9aa37", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35560, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is loosely related by Transformers/tokenizer/model-loading themes, but the soft pairs mostly point to distinct bugs in different code paths. I would not merge any of the proposed pairs as duplicates. The best single issue anchor is the broad AutoTokenizer repository-tokenizer loading bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44462 is the most broadly scoped and central user-facing bug in the set, with a clear reproducible loading-path failure and the strongest potential to serve as the cluster anchor.", + "summary": "This cluster is heterogeneous: the soft pairs only share broad subsystem vocabulary (tokenizers, multimodal, quantization, CI, docs) but not the same underlying bug/change. I would reject all soft edges; there is no clear canonical issue or PR here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated regressions and feature requests across different models, pipelines, and utilities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 best represents the cluster\u2019s dominant tokenizer-loading regression theme while staying specific and actionable.", + "best_issue_reason": "No issue is a strong global representative for duplicate triage; the closest matches are still about different code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Different subsystems and symptoms: compiled attention on torch 2.9 vs TensorFlow/tensorboard backend detection." + "reason": "Both involve vision/model plumbing, but one is a pipeline processor lookup bug and the other is a Gemma4 device-mapping forward mismatch." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different model/pipeline bug vs device mismatch in Gemma4 PLE forward; no shared code-path failure." + "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and failure modes; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype handling vs Qwen3.5 save_pretrained checkpoint regression are unrelated code paths." + "reason": "Different failures: Blip2 dtype propagation on load vs Qwen3.5 checkpoint saving correctness." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are entirely separate issues." + "reason": "Notebook syntax error and AddedToken keyword duplication are distinct issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + "reason": "Trainer GPU broadcast TypeError is unrelated to token embedding resize/post_init reinitialization." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected probabilities in SigLIP2 and Sam3Video OOM are different model/runtime problems." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Docs/example errors and a TextClassificationPipeline docs mismatch are not the same bug." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms, causes, and code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "General dependency complaint vs a specific PEFT version bump; too vague to be duplicates." + "reason": "Both mention dependencies, but one is a generic transformers dependency issue and the other is a specific unreleased PEFT version constraint." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures on different architectures; no concrete shared defect." + "reason": "Different model-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example/model-processor mismatch is not the same as stale text-classification docs." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Placeholder issue text and AttentionInterface behavior change are unrelated." + "reason": "A placeholder data request and an AttentionInterface behavior change are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer regression is not the same as Deepseek token ID corruption." + "reason": "Different regressions affecting different models and APIs; not the same tokenizer bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other crashes in Mistral regex patching." + "reason": "AutoTokenizer ignoring repository tokenizer.json is separate from the Mistral regex patch crash." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support breakage and a specific model-loading failure are different problems." + "reason": "A Python-version/package-compatibility report is not the same as a model-loading regression." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Runtime Python compatibility issue vs vague dependency issue; not duplicates." + "reason": "Generic dependency trouble does not match the specific version-support complaint." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different utilities and failures." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "save_pretrained writes the wrong tokenizer_class, while this one ignores tokenizer.json on load." + "reason": "Tokenizer class metadata mismatch is different from AutoTokenizer preferring the wrong source file." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification processor lookup bug has nothing in common with the placeholder issue." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "Different multimodal bugs: assistant mask generation vs temporal position id scaling." + "reason": "Video pipeline processor lookup and a placeholder data request are unrelated." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug and a dependency issue do not match." + "reason": "Batched video-shape bug is unrelated to a dependency issue." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long OCR index error in Kosmos2.5 are separate model issues." + "reason": "FlashAttention failure for Ministral-3 is not the same as Kosmos2.5 long-OCR index overflow." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and RoPE position scaling are separate bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are distinct repository maintenance problems." + "reason": "Removed auto-mapping entries and leftover dummy classes are distinct CI hygiene issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized offload loading failure are related only at a high level, not the same bug." + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different lifecycle problems." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver non-default resolution failure are unrelated vision-model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver interpolation failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights and Gemma4 resize_token_embeddings behavior are different defects." + "reason": "Both touch embeddings/weights, but one is save serialization of tied weights and the other is resize_token_embeddings not propagating outputs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Missing processor save files and Gemma4 zero3 from_pretrained failure are different save/load bugs." + "reason": "Layernorm epsilon precision discussion and torch.split return handling are unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention support for a specific model is not the same as compiled flex_attention breaking on torch>=2.9." + }, + { + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "MLA rms_norm_eps precision issue and GlmMoeDsaIndexer split return values are unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained missing files is not the same as a performance regression in filtering data." + "reason": "Processor save_pretrained missing files is a serialization bug, not a performance regression." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and a chat-template crash on tool-call assistant messages are unrelated." } ] }, @@ -10598,21 +10716,21 @@ "nodes": [ "issue:16998", "issue:22355", + "issue:36246", "issue:41628", "issue:41950", "issue:42491", + "issue:42757", "issue:43262", "issue:43299", - "issue:43441", "issue:43450", "issue:43525", "issue:43643", - "issue:43650", - "issue:43653", "issue:43673", "issue:43723", "issue:43761", "issue:43784", + "issue:43824", "issue:43881", "issue:43901", "issue:43976", @@ -10627,6 +10745,7 @@ "issue:44295", "issue:44297", "issue:44336", + "issue:44351", "issue:44361", "issue:44373", "issue:44485", @@ -10634,11 +10753,10 @@ "issue:44521", "issue:44589", "issue:44617", + "issue:44623", "issue:44671", - "issue:44683", "issue:44779", "issue:44987", - "issue:45290", "issue:45362", "issue:45397", "issue:45542", @@ -10646,124 +10764,113 @@ "issue:45823" ], "soft_pairs": [ - "issue:43653|issue:45593", - "issue:43441|issue:44683", - "issue:43650|issue:45290", + "issue:44623|issue:45397", "issue:43723|issue:44162", "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:44987|issue:45542", "issue:44671|issue:44779", + "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:43784|issue:45542", "issue:44016|issue:44291", "issue:44188|issue:44336", + "issue:43525|issue:43881", "issue:44297|issue:45397", "issue:43450|issue:44617", - "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:43262|issue:44521", "issue:43525|issue:43643", "issue:41628|issue:43976", - "issue:44336|issue:44373", "issue:44589|issue:45362", "issue:43901|issue:44246", + "issue:44336|issue:44373", "issue:42491|issue:43299", "issue:44242|issue:45593", "issue:16998|issue:22355", "issue:44295|issue:45397", "issue:44246|issue:44496", + "issue:36246|issue:42757", "issue:44336|issue:44485", - "issue:41950|issue:44220" + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "0eda50ef6668be1273f722cf41e1a21fdf5aca7c8e6d5861525a114e70499fe4", + "prepared_review_unit_hash": "e4747e1e62f358b633ce735429c6bfedcc789fc4f313e04f36464bc320b186d9", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35993, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 30, + "serialized_chars": 36409, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues: tokenizers, chat templates, model loading, attention kernels, docs, notebooks, and model-specific regressions. I found no convincing duplicate pairs; the soft links are mostly broad topical similarity rather than the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate stands out because the cluster is mixed and the soft links are weak. If a representative issue must be chosen, 44521 is the closest fit because it is current, user-facing, and has inbound references.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that only share broad surface themes like imports, v5 regressions, or multimodal/model-loading issues. I do not see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.27, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:41628 is the broadest and most central API-regression report in the set ('Cannot import name AutoImageProcessor'); however, the cluster is not truly cohesive, so this is only a weak canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the strongest overall triage representative: it is recent, impacts a common multimodal API path, and appears to be an active regression with external attention.", + "best_issue_reason": "Issue:41628 is the best representative by breadth and clarity: it is a direct import/API failure in the Transformers public surface, which is the closest recurring theme across the cluster. Still, it is not a strong duplicate anchor because most other items are model-specific or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Different models and different failures: tokenizer special-token registration vs missing auxiliary losses." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both are attention-related, but one is a Ministral FlashAttention regression and the other is a flex_attention/torch>=2.9 failure; not the same bug." - }, - { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Unrelated reports: a vague data request versus a chat_template crash on assistant tool-call messages." + "reason": "Different failures: saving processor files vs loading Gemma-4 with ZeRO3." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Both concern loading, but one is AutoTokenizer in v5 and the other is an ESM2 model breakage; no shared code-path evidence." + "reason": "Tokenizer loading in v5 vs an ESM2 model regression; different code paths and symptoms." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "A notebook syntax error is unrelated to a Gemma4 device-mapping runtime bug." + "reason": "Notebook syntax error is unrelated to a device-mapping forward crash." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different tokenizer/task error versus D-FINE loss computation issue." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Model-loading failure for a specific repo is unrelated to the TensorFlow backend installation problem." + "reason": "Both are wrong outputs, but on different models/components: CamemBERT MLM vs Deepseek tokenizer." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked LM predictions and the other is Deepseek tokenizer output; different components." + "reason": "Model-loading regression for a specific repo vs a TensorFlow backend installation issue." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for a pipeline argument is unrelated to a SigLIP2 inference-quality bug." + "reason": "Docs mismatch for a pipeline argument vs incorrect model/pipeline outputs for SigLIP2." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers is not the same as the TensorFlow backend detection issue." + "reason": "Different import failures: sentence-transformers nn import vs undefined TF backend." }, { "left": "issue:44016", @@ -10775,109 +10882,127 @@ "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report output." + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; no shared bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading issues with different failure causes." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a Gemma4 zero3 from_pretrained issue." + "reason": "Tokenizer config metadata bug vs Gemma-4 loading under ZeRO3." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Incorrect batched video processor shapes and CUDA OOM are different problems." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are separate model-specific loading bugs." + "reason": "Batched video shape bug vs CUDA OOM on a Sam3Video model." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache handling in chunked_prefill and CLIPVision hidden_states propagation are different code paths." + "reason": "Generation cache issue during chunked prefill vs CLIPVision hidden_states regression." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention chat/template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + "reason": "Audio sampling-rate default bug is unrelated to multimodal assistant_mask generation." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing config attribute on one model is unrelated to trust_remote_code dropping fields in AutoConfig." + "reason": "Llama4 missing pad_token_id is not the same as trust_remote_code dropping fields from AutoConfig." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor and a Python-version compatibility issue are not duplicates." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "Loading-report ANSI formatting and a wrong docstring for position_ids are unrelated." + "reason": "Import error for AutoImageProcessor is unrelated to Python version compatibility." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different errors." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch versus intermittent slow import are not the same issue." + "reason": "Documentation mismatch vs slow import; no same underlying bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output issue vs a wrong docstring." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE regressions, but one is a LoRA compatibility problem and the other is a Qwen3VL loading failure; too different to merge." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility and the other is model loading; not the same concrete bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both involve missing loss terms, but they affect different models and different flags; not the same underlying bug." + "reason": "Different auxiliary-loss bugs in different models and under different flags." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length behavior for DeBERTa-V3 is unrelated to the missing transformers.onnx module." + "reason": "Model_max_length question is unrelated to missing transformers.onnx." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer read error and a Gemma4 zero3 from_pretrained issue do not share a concrete failure mode." + "reason": "Position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance is unrelated to an unrecognized-model config error." + "reason": "Slow import and unrecognized model/config errors are different failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol imports from different packages." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code output in loading_report and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Loading_report ANSI output bug is unrelated to GLM-5 RoPE discussion." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and likely different regressions." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different multimedia preprocessing bugs." + "reason": "Video pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export is unrelated to Python 3.9/3.10 compatibility." } ] }, @@ -10902,16 +11027,16 @@ "cluster_id": "cluster-10000-413", "nodes": [ "issue:36246", - "issue:42757", "issue:42886", + "issue:43065", "issue:43232", "issue:43257", "issue:43262", "issue:43352", + "issue:43408", "issue:43526", "issue:43596", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44162", @@ -10919,7 +11044,6 @@ "issue:44246", "issue:44295", "issue:44336", - "issue:44351", "issue:44496", "issue:44561", "issue:44749", @@ -10951,9 +11075,6 @@ "issue:46132" ], "soft_pairs": [ - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43824|issue:43976", "issue:43352|issue:45250", "issue:43976|issue:44964", "issue:43673|issue:44561", @@ -10961,228 +11082,217 @@ "issue:44242|issue:44857", "issue:44246|issue:44871", "issue:45081|issue:45362", - "issue:44295|issue:44749", "issue:44162|issue:45200", + "issue:44295|issue:44749", "issue:45412|issue:46123", "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:36246|issue:43596", - "issue:43232|issue:44336", "issue:43526|issue:45003", "issue:45561|issue:45563", + "issue:43232|issue:44336", "issue:45987|issue:46082", "issue:45292|issue:45584", - "issue:44496|issue:45003", "issue:44877|issue:45375", + "issue:44496|issue:45003", "issue:44987|issue:45459", "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:44995|issue:45200" + "issue:44995|issue:45200", + "issue:43065|issue:43408" ], - "prepared_review_unit_hash": "767baec07615162e0fd8245d42c3931bc9161519aebc491d62765ea693736d22", + "prepared_review_unit_hash": "174a22e42dafb6e0fca1612fda99a4d2d3acde667f778e3522fd8e17c1563924", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36516, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad subsystem terms (imports, config loading, generation, DeepSpeed, tokenizers) but describe different concrete failures. I would reject all soft edges as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the items are not one underlying bug cluster; they span unrelated code paths and model-specific failures.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No clear global representative exists; at most, issue:45003 is a broad core-utility bug, but it is not related enough to the other issues to serve as a true cluster canonical.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystem keywords (tokenizers, generation, configs, deepspeed, audio, vision) but not the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs in the set.", + "confidence": 0.24, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44246 is the broadest cross-cutting regression here, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best global representative only because it is broad and central enough to stand in for the cluster, though the set is too mixed to justify a real canonical issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different symbols and subsystems (Qwen2.5-VL image processor vs huggingface_hub offline helper)." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports in different modules; no shared code path or underlying bug." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "One is a missing export for a Qwen VL class; the other is a Python version compatibility problem." - }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention support issue vs a generic FA2 topic; not the same failure." + "reason": "One is a model-specific Flash Attention support error; the other is a generic Flash Attention 2.0 topic, not the same bug." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Python compatibility regression and a multimodal model-loading failure are unrelated." + "reason": "Python version compatibility and a multimodal model loading failure are different failure modes and code paths." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Different generation/runtime regressions: chunked prefill cache handling vs removed helper breaking trust_remote_code models." + "reason": "Chunked-prefill cache handling and removal of a helper used by trust_remote_code are unrelated issues." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache tokenization loading and AttentionInterface.register behavior do not point to the same underlying change." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss omission is unrelated to an AMP/CUDA loss crash." + "reason": "A MoE load-balancing loss omission and an AMP/CUDA image-loss crash are distinct bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and Gemma eos_token_id config mismatch are different issues." + "reason": "Import-time slowdown and Gemma eos_token_id config inconsistency are unrelated." }, { "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "Tokenizer regex crash on Mistral vs Qwen3.5 chat crash are different model/tokenizer paths." + "reason": "Mistral tokenizer regex patching and Qwen chat crashes are different concrete code paths." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Position_ids buffer access error is unrelated to tokenizer slowdown after a version upgrade." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are separate model-specific issues." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated model bugs." + "reason": "A position_ids buffer error and a reported filtering slowdown are not the same bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory release behavior for RT-DETR is unrelated to MaskGenerationPipeline batch result dropping." + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping final partial-batch results are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenization changes and resize_token_embeddings/output_embeddings mismatch are different code paths." + "reason": "Tokenizer behavior changes and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch for text classification is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "A docs/behavior mismatch in TextClassificationPipeline and unsafe sys.modules access are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure and ZeRO3/BertModel index error are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs update bug and ANSI escape leakage in loading_report are unrelated." + "reason": "Qwen image processor import failure and DeepSpeed/Bert zero3 index error are clearly different." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." + "reason": "BeitImageProcessorFast reduce_labels and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test worker file race and a stale paged-generate warning are unrelated." + "reason": "A pytest-xdist file race and a stale paging warning in generate() are not the same problem." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update logic and ANSI handling in loading_report are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are different issues." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize mismatch and Whisper empty-transcription failure are different problems." + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share the same root cause." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to unsafe sys.modules access." + "reason": "Both touch strict config handling, but one is a load failure and the other is silent field dropping; different bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both involve strict config handling, but they affect different models and opposite failure modes (load rejection vs silent field drop)." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct code paths." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and protobuf-related tokenizer error masking are unrelated." + "reason": "Loading a specific model repo and masking tokenizer errors when protobuf is absent are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization changes are not the same bug." + "reason": "Embedding resize behavior and a tokenization-version-change report are not the same underlying change." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Different Qwen composite-config issues: missing strict field vs failing to unwrap text_config." + "reason": "Strict config field handling and composite-config unwrapping in from_config are different bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a ZeRO3 deque underflow are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate bug and import slowdown are unrelated." + "reason": "Audio chat-template sampling-rate defaults and import slowness are not the same issue." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 token-type defaulting are unrelated." + "reason": "A stale indexer cache crash and Gemma 4 token-type defaults are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type mismatch warning for sam3_video/sam3_tracker are separate issues." } ] }, @@ -11210,19 +11320,17 @@ "issue:30990", "issue:42886", "issue:42994", - "issue:43065", "issue:43232", - "issue:43408", "issue:43452", "issue:43475", "issue:43482", "issue:43540", + "issue:43643", "issue:43646", "issue:43653", "issue:43673", "issue:43827", "issue:43931", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", @@ -11253,14 +11361,15 @@ "issue:45588", "issue:45600", "issue:45656", + "issue:46077", + "issue:46123", "issue:46132" ], "soft_pairs": [ - "issue:43065|issue:43408", "issue:43475|issue:43540", - "issue:45397|issue:45656", "issue:43653|issue:44162", "issue:44995|issue:45588", + "issue:45397|issue:45656", "issue:44466|issue:45335", "issue:44368|issue:44977", "issue:44368|issue:45563", @@ -11271,8 +11380,8 @@ "issue:43931|issue:44368", "issue:44060|issue:44077", "issue:44933|issue:45459", - "issue:44297|issue:44623", "issue:44869|issue:45356", + "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44871|issue:46132", "issue:43646|issue:44162", @@ -11285,223 +11394,218 @@ "issue:43232|issue:43673", "issue:28282|issue:30990", "issue:43475|issue:45381", - "issue:45230|issue:45397", - "issue:44038|issue:44623" + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "321159734da8ccae8dbffe366e6c6b813e58124517dd6f7dfdb26ed8f6d08205", + "prepared_review_unit_hash": "d00d3bd599a400ba1b141553b2306a85722d42576b96e8eb6115ff23a25fe205", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36811, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers regressions and feature breakages, many around v5/v5.4 model-loading, tokenizers, generation, and deepspeed. I do not see true duplicates among the soft edges, so I picked the broadest v5 regression issue as the representative anchor.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43646 is the broadest and most central representative: it describes a general Transformers 5.0.0 model-initialization breakage, which matches the cluster\u2019s repeated theme of v5 regressions better than any single model-specific report.", + "summary": "These are mostly unrelated issue reports across different models, APIs, and regression types. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43646 is the broadest regression report in the set: Transformers 5.0.0 breaking custom model initialization. It is the best umbrella-style issue among otherwise mostly model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to keep as the cluster anchor because it is the most general user-facing failure and is more representative than narrow model- or tokenizer-specific reports.", + "best_issue_reason": "43646 is the most generally applicable and central to the apparent v5 regression theme, so it is the strongest single issue to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Different SAM3 problems: one is a dummy Conv2d implementation in the pixel decoder, the other is a model-type/config warning for sam3_video vs sam3_tracker." - }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and failure modes: SAM3 vision encoder missing an attribute versus Qwen3OmniMoe video-input validation error." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Unrelated deepspeed issues: Gemma-4 Zero3 from_pretrained failure is not the same as optimizer.step being called twice." + "reason": "Different models and failures: SAM 3 video encoder missing a field vs a Qwen3OmniMoe video-input ValueError." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different scope: BigBirdTokenizer special-token registration bug versus a broad ESM2 model breakage." + "reason": "Different bug signatures and model families: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different code paths: stale indexer cache on second forward pass is not the same as flash-attention crashing on s_aux=None." + "reason": "Unrelated runtime paths: stale indexer cache on second forward pass vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a ZeRO3 from_pretrained load issue and the other is double optimizer stepping; not the same root cause." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch tied embeddings, but one is inconsistent serialization of lm_head.weight while the other is resize_token_embeddings not updating decoder.embed_tokens; not the same bug." + "reason": "Both touch embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to a flash-attention generation correctness issue." + "reason": "A tied-weights warning is not the same as a Qwen3.5 flash-attention generation failure." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different warning categories and symptoms: tied-weights warning versus stale num_return_sequences warning." + "reason": "Different warnings on different code paths: tied-weights config warning vs stale num_return_sequences warning." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mapping references are unrelated subsystems." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache, but one is a missing cache attribute in chunked_prefill and the other is wrong tensor indexing in /v1/responses; not the same concrete bug." + "reason": "Both are generation/cache-related, but chunked_prefill cache handling and /v1/responses KV-cache indexing are different concrete bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." + "reason": "sys.modules access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are entirely different failures." + "reason": "Tokenizer offline cache loading on 4.57.3 and Gemma4 multi-GPU CUDA OOM have no shared underlying bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning in Qwen3.5 fine-tuning." + "reason": "Qwen3-VL weight-shape mismatch during loading is distinct from a tied-weights warning in Qwen3.5." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both mention warnings/configuration, but they concern different models and different underlying issues." + "reason": "Tied-weight warning logic and patchtsmixer post_init policy are different issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated import/error-handling bugs." + "reason": "Removed image_utils import and protobuf error masking are separate tokenizer/utility regressions." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is different from processor.save_pretrained missing files." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec/regression warning are different tokenizer/decoding bugs." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Whisper word-timestamp crash and Kimi-K2.5 tokenizer regression affect different models and different code paths." + "reason": "Both involve save_pretrained, but tokenizer_config.json mismatch and missing processor files are distinct serialization problems." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a performance regression after upgrading to 5.3.0." + "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrading Transformers are not the same bug." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad model breakages, but one is specifically custom model initialization in v5 while the other is an ESM2 regression; not the same underlying bug." + "reason": "Custom model initialization breakage is broader, but ESM2 is a separate model-specific regression." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "gguf_file load failures for AutoTokenizer/AutoModelForCausalLM are unrelated to unsafe sys.modules access." + "reason": "gguf_file from_pretrained breakage and unsafe sys.modules access are different code paths and failures." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache missing in runtime and docs still referencing pipeline() are different issues; one is code, the other is documentation." + "reason": "Generation cache missing in v5.0.0 and docs still referencing removed pipeline() APIs are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files in processor.save_pretrained is unrelated to optimizer.step being called twice under deepspeed." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "A slowdown after upgrading Transformers is not the same as a deepspeed double-step bug." + "reason": "Missing processor save files and DeepSpeed double optimizer stepping are different issues." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression in data filtering and Qwen3.5 Moe from_pretrained error are different symptoms and code paths." + "reason": "A speed regression after upgrading Transformers is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is unrelated to GGUF tokenizer/model loading failure." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate save/load bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "The generation kwargs update-after-sync_gpus issue is distinct from the chunked_prefill cache-missing regression." + "reason": "Both involve generation internals, but sync_gpus kwargs handling and chunked_prefill cache behavior are different failures." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel ImportError because PyTorch is missing and Sentence Transformers getting stuck loading are not the same problem." + "reason": "Missing PyTorch import error and Sentence Transformers getting stuck loading are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to Qwen2.5-VL video input vision_position_ids being wrong." + "reason": "Different video-input bugs in different Qwen/SAM model families; no evidence of a shared root cause." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "A generic bug report has no clear relation to the Gemma-4 Zero3 from_pretrained issue." + "reason": "A SAM/Qwen video-encoder attribute error is unrelated to trust_remote_code losing fields in AutoConfig." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Qwen3-VL-Moe on transformers 5.0 and processor.save_pretrained missing files are different failures." + "reason": "The generic bug report does not match the specific Gemma4 ZeRO3 from_pretrained failure." } ] }, @@ -11542,8 +11646,8 @@ "issue:43377", "issue:43475", "issue:43525", - "issue:43643", "issue:43704", + "issue:43784", "issue:43824", "issue:43901", "issue:44038", @@ -11556,6 +11660,7 @@ "issue:44568", "issue:44623", "issue:44661", + "issue:44734", "issue:44792", "issue:44933", "issue:44964", @@ -11571,12 +11676,10 @@ "issue:45600", "issue:45712", "issue:45812", - "issue:46077", "issue:46123" ], "soft_pairs": [ - "issue:43475|issue:43643", - "issue:46077|issue:46123", + "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:43475|issue:44661", @@ -11584,18 +11687,18 @@ "issue:42994|issue:43525", "issue:45375|issue:45478", "issue:45310|issue:45375", - "issue:42673|issue:43704", "issue:41628|issue:44351", + "issue:42673|issue:43704", "issue:42831|issue:44222", - "issue:44222|issue:45310", "issue:36010|issue:41628", - "issue:42175|issue:45712", + "issue:44222|issue:45310", "issue:42994|issue:43824", + "issue:42175|issue:45712", "issue:44038|issue:45310", "issue:44964|issue:45137", "issue:44496|issue:45561", - "issue:43377|issue:44242", "issue:42222|issue:45200", + "issue:43377|issue:44242", "issue:45561|issue:45600", "issue:43232|issue:44792", "issue:43901|issue:45561", @@ -11606,204 +11709,236 @@ "issue:44188|issue:44373", "issue:44623|issue:45310", "issue:43278|issue:45137", - "issue:42898|issue:45812" + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "e795b2f498310e367bc2a4d9808dd7d7e57a321797fccc807221187e76c1fed8", + "prepared_review_unit_hash": "be7240d23d0ba6fc91e17704d0e75fb9b2a40397654a0bdf31ce1359028c31d8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37244, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 33, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, but it does contain at least two exact duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The Qwen3.5 MoE from_pretrained pair is the better canonical anchor for the broader Qwen-related mini-cluster, while the Qwen3ForCausalLM VRAM leak pair is a separate exact-duplicate mini-cluster.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title/symptom, and it sits inside a tighter Qwen3.5 MoE-related set than the rest of the mixed cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, but it does contain two exact duplicate anchors: the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the Qwen3.5 MoE from_pretrained error pair (45310/45478). The remaining soft links are mostly broad theme overlaps (imports, Qwen, FP8, tokenization) rather than the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is a strong canonical issue because it is one half of an exact duplicate pair with the same title and symptom, and it has the richer discussion trail; however, the cluster also contains another exact duplicate pair (issue:45310/issue:45478), so this is not the only duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue overall: it anchors an exact duplicate pair and is more connected to nearby Qwen-family reports than the isolated duplicate pair issue:42673/issue:43704.", + "best_issue_reason": "issue:42673 is the best issue representative overall because it is an exact duplicate anchor with more discussion activity than its twin and is clearer as a canonical entry for one of the two true duplicate subclusters.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "Similar wording about missing fields, but one is a SAM3 vision output attribute bug and the other is an AutoConfig/trust_remote_code config-loss issue; different bugs." - }, - { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Gemma4 attention-mask construction vs a partial-batch pipeline result-dropping bug; unrelated code paths." + "reason": "Different problems: a Qwen3-VL-Moe bug vs missing processor save_pretrained files." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols and modules; no evidence of the same underlying export bug." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior guidance vs an old InternVL2 meta-initialization incompatibility; unrelated." + "reason": "Unrelated: TF32 settings guidance vs a remote-code/meta-init model loading incompatibility." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM3 vision output attribute issue vs tokenizer-mapping add-new-model-like failure; different subsystems and symptoms." + "reason": "Different code paths: a Sam3VisionEncoderOutput attribute error vs add-new-model-like / tokenizer mapping logic." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash vs auto-docstring annotation handling crash; not the same defect." + "reason": "Different crashes in unrelated areas: tokenizer regex patching vs auto-docstring annotation handling." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model save failure and missing pad_token_id on Llama4Config are different issues." + "reason": "Different issues: quantized model saving vs missing pad_token_id on Llama4Config." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field being dropped and the other is a generic from_pretrained error; not enough to collapse them." + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained failure; not the same bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a broad load error and the other is a specific missing-field/config-strictness problem; likely distinct." + "reason": "Related model family, but one is a generic from_pretrained error and the other is a vision config field being dropped." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different APIs and different failure causes." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; clear duplicate reports of the same bug." + "reason": "Same title, same model, same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8-related bugs: accuracy regression vs save_pretrained failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different namespaces and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 save_pretrained, the other is a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save_pretrained failure vs an unrelated Qwen2.5-VL import error." + "reason": "No shared bug: model saving failure vs a specific model import error." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different domains: dependency backend packaging vs leftover dummy classes in repo checks." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen model load failures, but one targets Qwen3-VL-Moe on transformers 5.0 and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete bug." + "reason": "Same broad Qwen/MoE area, but different models and different failure modes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model-load incompatibility vs a DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Unrelated: model loading incompatibility vs a DeepSpeed ZeRO3 deque error." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config vs a pytest-xdist file race in testing utils; different failure modes." + "reason": "Different subsystems: model config recognition vs pytest-xdist file race." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "MIMI encoder batch-vs-single padding-mask bug vs MoE load-balancing loss omission; unrelated." + "reason": "Different model families and different bugs: VitPose breakage vs Gemma 4 token-type defaults." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 token-type defaulting; different models and bugs." + "reason": "Different model behavior bugs: padding-mask batching mismatch vs router-logit loss accounting." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-file race under xdist vs stale auto_mappings reference to removed Sam3LiteText configs; unrelated." + "reason": "A test worker race is unrelated to stale auto_mappings references." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs a Janus image-generation test failure; no shared underlying defect." + "reason": "Different generation/serving bug vs a Janus image-generation test failure." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Pipeline docs mismatch vs a test utility race condition; unrelated." + "reason": "Documentation mismatch for pipeline arguments is unrelated to a parallel test race." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization clean-up behavior change in v5 vs add_special_tokens failing to add BOS/EOS for mdeberta-v3-base; different tokenizer regressions." + "reason": "Both involve tokenization behavior, but one is clean-up spacing in v5 and the other is add_special_tokens BOS/EOS handling." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs embedding reinitialization after resize; unrelated." + "reason": "Completely different bugs: loading hang in sentence-transformers vs embedding reinitialization after resize." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs partial-batch pipeline dropping results; different bugs." + "reason": "Different models and different failures: dummy Conv2d placeholder vs final partial batch handling." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation sync_gpus state bug vs attention-kernel divergence under torch.compile; different code paths." + "reason": "Generation kwargs handling is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence vs a wrong docstring for position_ids; not the same issue." + "reason": "One is a runtime kernel divergence bug; the other is a wrong docstring." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; distinct save/load failures." + "reason": "Different failure surfaces: processor save_pretrained output vs Qwen3.5 MoE loading." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype mismatch during evaluate vs DeepSpeed ZeRO3 deque error; unrelated." + "reason": "Different execution contexts: dtype drift between train/eval vs a ZeRO3 deque underflow." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and different compatibility breaks." + }, + { + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change vs Granite token ID regression; different tokenizer issues." + "reason": "Different areas: serve KV-cache continuation indexing vs auto-docstring annotation parsing." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the summary overstates the evidence. In the packet, issue:45310 and issue:45478 have the exact same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so it is not accurate to say the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. Also, phrases like \"only confirmed duplicate anchor\" are not grounded in the packet. The soft-edge rejects are mostly conservative, but the cluster-level summary needs to acknowledge the additional exact duplicate pair." + "feedback": "The summary is not fully grounded: the packet contains another exact duplicate pair, issue:45310 and issue:45478, so it is inaccurate to call issue:42673/issue:43704 the only strong duplicate anchor. The soft-edge rejections are generally conservative, but the best/canonical rationale and confidence overstate how singular the duplicate structure is in this cluster." }, "evaluator_used": true, "retried": true, @@ -11836,11 +11971,10 @@ "issue:42831", "issue:42898", "issue:43116", + "issue:43232", "issue:43479", "issue:43673", "issue:43723", - "issue:43784", - "issue:43824", "issue:43874", "issue:43976", "issue:44060", @@ -11855,7 +11989,6 @@ "issue:44484", "issue:44568", "issue:44623", - "issue:44734", "issue:44779", "issue:44869", "issue:44933", @@ -11870,34 +12003,33 @@ "issue:45405", "issue:45656", "issue:45712", + "issue:45834", "issue:46082", "issue:46132" ], "soft_pairs": [ - "issue:43784|issue:43824", - "issue:44734|issue:45103", "issue:30333|issue:33290", "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:42898|issue:44779", - "issue:43874|issue:45092", "issue:45405|issue:45712", "issue:44060|issue:45125", - "issue:43673|issue:44188", + "issue:43874|issue:45092", "issue:42898|issue:44448", + "issue:43673|issue:44188", + "issue:44448|issue:46132", "issue:44295|issue:45656", "issue:44933|issue:45712", - "issue:44448|issue:46132", "issue:42175|issue:44933", - "issue:44222|issue:44297", "issue:43976|issue:44933", + "issue:44222|issue:44297", "issue:43479|issue:44079", - "issue:44297|issue:45656", "issue:43116|issue:44190", - "issue:42831|issue:44623", - "issue:44222|issue:44623", + "issue:44297|issue:45656", "issue:44190|issue:46082", + "issue:42831|issue:44623", "issue:43479|issue:44869", + "issue:44222|issue:44623", "issue:45245|issue:46132", "issue:44206|issue:45103", "issue:30333|issue:36331", @@ -11908,240 +12040,241 @@ "issue:44222|issue:44484", "issue:28282|issue:30333", "issue:43723|issue:44977", - "issue:30333|issue:35141" + "issue:30333|issue:35141", + "issue:43232|issue:45834" ], - "prepared_review_unit_hash": "c8e8f7f9a75e080eb55cceba6c8c99530d963b6c64cf52711ec3ae099c6db224", + "prepared_review_unit_hash": "436db670b87c0afd073761d36f2b3f834864bd9e454b54db855410a426d11f50", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38284, - "estimated_input_tokens": 9571, - "estimated_eval_tokens": 19398 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformer issues sharing only broad subsystem overlap (imports, tokenizers, save_pretrained, training, multimodal models). I found no convincing duplicate pairs among the soft candidates, and there are no PRs in the input.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: it is a specific import failure with multiple inbound references and substantial discussion, making it the best representative issue.", + "summary": "This cluster is a loose set of superficially similar Transformers issues, but the soft pairs are not true duplicates; they span unrelated training, tokenizer, multimodal, packaging, and generation bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical for the whole cluster because the items are heterogeneous; at best, 42898 is a broad tokenizer-v5 regression example, but it does not cover the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the clearest, most actionable signal and the most engagement among the closed issues, so it is the best issue to surface as canonical.", + "best_issue_reason": "No global best issue is suitable as a representative because the cluster does not share one underlying bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they hit different symbols and code paths: sentence-transformers vs Qwen2.5-VL class export." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "One is a serving/KV-cache indexing crash; the other is an auto-docstring annotation parsing crash. Different subsystems." - }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to a DeepSpeed Adafactor OOM." + "reason": "MLflow reporting on failed training and DeepSpeed Adafactor OOM are unrelated trainer problems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizers, but one is tokenizer loading in v5 and the other is add_special_tokens behavior for a specific model." + "reason": "Both concern tokenizers in v5, but one is a load failure and the other is missing BOS/EOS insertion; different code paths." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (cleanup spacing vs codec handling/warnings)." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is codec handling in Kimi-K2.5." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Same broad tokenizer area, but the concrete failures differ: cleanup-space behavior vs DeepSeek tokenization output." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different problems: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." + "reason": "Tokenizer-related v5 regressions, but clean_up_tokenization_spaces and DeepSeek incorrect output are distinct bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "MIN_PEFT_VERSION metadata is unrelated to leftover dummy PT classes and repo-check failures." + "reason": "A PEFT version pin issue and leftover dummy PT classes are unrelated maintenance problems." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen models, but one is a tied-weights warning bug and the other is missing tensor-parallel plan metadata." + "reason": "Both are Qwen3 MoE issues, but tied-weight warnings and missing _tp_plan are different model-initialization concerns." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Generation cache handling and attention-kernel divergence under torch.compile are different bug classes." + "reason": "Both affect multimodal model loading, but one is a missing image patch helper and the other is meta-init compatibility for old checkpoints." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "A tokenizer cleanup regression is not the same as a model-output regression on Pegasus between v4 and v5." + "reason": "One is tokenizer cleanup behavior, the other is Pegasus output drift; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling and torch.compile attention-kernel branching are separate code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Registering position_ids as a buffer and double optimizer steps in DeepSpeed are unrelated issues." + "reason": "A position_ids buffer read error and a double optimizer step under DeepSpeed are different runtime bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "An image_utils import problem and dummy-class leakage into dir(transformers) are different export bugs." + "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-related only at a very broad level; not the same issue." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Pegasus output changes are unrelated to AttentionInterface.register changing callable behavior." + "reason": "Backend extras packaging and an image_utils import failure are unrelated import/package problems." }, { - "left": "issue:42175", + "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend in extras install is unrelated to a missing image_utils import." + "reason": "Python version support and a nonexistent image_utils import are not the same bug." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer_config class metadata." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version support regression and missing image_utils import are unrelated." + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed optimizer step duplication." + "reason": "Phi4 multimodal config defaults and ModelOutput key assignment are unrelated object-init bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Classification example output bug and local dataset loading failure in a different example are distinct." + "reason": "Example-script multi-label classification output and local dataset loading are different example failures." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." + "reason": "Tokenizer save_pretrained metadata and DeepSpeed double optimizer stepping are unrelated." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Both involve save_pretrained, but on different object types and different failure modes." + "reason": "Image-classification dataset loading and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Dataset-loading example failure is unrelated to LlamaConfig head_dim validation." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/runtime issues." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding crashes." + "reason": "Phi4 config initialization and Whisper timestamp decoding are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model save_pretrained and processor.save_pretrained missing files are both saving-related but not the same object or failure." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior are not the same underlying issue." + "reason": "Category-count limits and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor center-argument crash and auto-docstring annotation parsing crash are unrelated." + "reason": "Feature extractor center-arg regression and auto_docstring annotation handling are different subsystems." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "A failed training-job MLflow report bug is not the same as the Trainer API signature change." + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature changes are distinct trainer issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different dependencies; only the broad symptom overlaps." + "reason": "AutoImageProcessor import and huggingface_hub is_offline_mode import are different missing-import problems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "A PretrainedConfig typing regression is unrelated to Llama head_dim validation." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are unrelated validation bugs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata and Qwen3.5 MoE from_pretrained errors do not share the same root cause." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained issues are unrelated to max_shard_size default behavior." + "reason": "FP8 MoE save_pretrained and max_shard_size questions are different save_pretrained concerns." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import and MLflow reporting after failed training are unrelated." + "reason": "PyTorch missing import error and failed-training MLflow reporting are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and DeepSeek tokenizer output regression are different concrete bugs." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding resize/post_init reinitialization are unrelated." + "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error are unrelated." } ] }, @@ -12177,7 +12310,6 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43232", "issue:43479", "issue:43576", "issue:43644", @@ -12187,6 +12319,7 @@ "issue:43824", "issue:43873", "issue:44038", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", @@ -12197,6 +12330,7 @@ "issue:44514", "issue:44568", "issue:44623", + "issue:44704", "issue:44829", "issue:44871", "issue:44913", @@ -12208,237 +12342,236 @@ "issue:45357", "issue:45406", "issue:45753", - "issue:45834", "issue:46002", "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:43232|issue:45834", "issue:43873|issue:44945", - "issue:44373|issue:44485", "issue:44263|issue:45092", + "issue:44373|issue:44485", "issue:43761|issue:46082", "issue:44483|issue:45406", - "issue:44295|issue:44623", "issue:44263|issue:44360", + "issue:44295|issue:44623", "issue:44514|issue:45103", "issue:43479|issue:43644", "issue:43723|issue:44871", "issue:45092|issue:45357", - "issue:42907|issue:46050", "issue:30990|issue:38175", + "issue:42907|issue:46050", "issue:44829|issue:46002", "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:44263|issue:44373", - "issue:43479|issue:44913", "issue:22355|issue:28282", + "issue:43479|issue:44913", "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:44945|issue:45753", "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:43576|issue:43784" + "issue:43576|issue:43784", + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "158dc4fe95de8db02dcc54d65937b4d7760899fdcdfb9a3281ea45fdded8f9f5", + "prepared_review_unit_hash": "9ecdfef919c14c9040de2db607f28ee865a540252d115a9c9db5c0977567c4b2", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35124, - "estimated_input_tokens": 8781, - "estimated_eval_tokens": 17818 + "serialized_chars": 35173, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import/runtime environment errors, tokenizer/config regressions, quantization/saving issues, multimodal processor bugs, and unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick one anchor, issue 45278 is the broadest umbrella for the import-regression portion of the cluster ('many import errors after update from 4.57.0 to 5.5.0'). It is still not a true canonical duplicate for the rest of the set, which is too mixed.", + "summary": "These issues are semantically related only at a very broad Transformers-v5 / model-IO level, but they span distinct bugs: import/export failures, tokenizer behavior, quantization save/load, config handling, multimodal processor crashes, and runtime accuracy regressions. None of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and centrally phrased problem in the set, so it is the best representative issue for the cluster\u2019s import-related subset. It does not meaningfully cover the non-import bugs, though.", + "best_issue_reason": "issue:45278 is the broadest umbrella in the set for import-related regressions after upgrading Transformers, but the cluster is too heterogeneous for it to serve as a true canonical duplicate for everything here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Different subsystems and symptoms: generation kwargs after sync_gpus vs Kosmos2.5 OCR index error." - }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to pipeline-parallelism output corruption." + "reason": "Quantization/offloading behavior and pipeline-parallel output errors are different code paths and different failure modes." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "One is a docstring issue for position_ids; the other is a GLM-5 RoPE implementation discussion. Not the same bug." + "reason": "A torch.split/indexer bug is unrelated to remote-code checkpoint meta-initialization incompatibility." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "DSA indexer torch.split behavior and InternVL2 meta-init compatibility are different problems." + "reason": "Docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Chat-completions request acceptance and Gemma4Processor missing _tokenizer are distinct failures." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load bugs." + "reason": "Both mention DSA indexer, but one is a torch.split return issue and the other is a missing ReLU; not the same underlying bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different serialization/loading problems." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are unrelated code paths." + "reason": "apply_chat_template batching crash is unrelated to the auto_docstring annotations AttributeError." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default handling is unrelated to non-persistent buffer corruption in v5." + "reason": "Phi4MultimodalConfig default-init logic and non-persistent buffer corruption are separate defects." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure and Gemma-3 eos_token_id inconsistency are different tokenizer/config issues." + "reason": "Tokenizer loading failure in v5 and Gemma-3 eos_token_id mismatch are different tokenizer issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are model-specific regression reports, but one is meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both involve save/load on different models, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Dequantized Ministrals/Devstrals saving and sinq save_pretrained/from_pretrained roundtrip are different quantization bugs." + "reason": "Sentence-Transformers loading stalls and SigLIP2 zero probabilities are unrelated model/runtime bugs." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated model issues." + "reason": "Both concern quantized model saving, but the affected models and failure modes differ (dequantized save vs broken save_pretrained/from_pretrained roundtrip)." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration and NaNs on checkout/init do not share the same root cause." + "reason": "Flash-Attention-3 training degeneration is not the same as NaNs appearing during checkout/init." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision mismatch is unrelated to InternVL2 meta initialization." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config issue, not a checkpoint meta-init incompatibility." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different causes; not the same missing export." + "reason": "Both are import errors, but they target different symbols and likely different registration/export causes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are different failures." + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer torch.split behavior has no overlap with a wrong position_ids docstring." + "reason": "Indexing/math behavior and a docstring typo do not describe the same bug." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different config serialization bugs in different models; not a duplicate." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "ONNX import missing and AutoModel requiring PyTorch are separate environment/module errors." + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct persistence are unrelated config bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model regressions: FineGrainedFP8 accuracy vs Qwen3-VL-Moe bug." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different problems." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenization behavior, but one is offset_mapping and the other is add_special_tokens BOS/EOS handling; different bugs." + "reason": "Offset-mapping behavior and missing BOS/EOS insertion are different tokenizer semantics." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad umbrella for import errors, but this specific huggingface_hub symbol error is not the same concrete underlying bug." + "reason": "A specific huggingface_hub import failure is not clearly the same underlying bug as a broad v5 import-error report." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and image-triggered infinite looping are unrelated." + "reason": "Pipeline-parallel wrong output and image-specific infinite loop are different runtime issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are different save/load paths." + "reason": "Offline tokenizer cache loading and quantized-model save failure are separate persistence/loading bugs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong decoder type in v5 are different tokenizer regressions." + "reason": "Offline cache loading and tokenizer decoder-type mismatch are different tokenizer problems." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + "reason": "Broken env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different from_pretrained issues." } ] }, @@ -12484,7 +12617,6 @@ "issue:43937", "issue:44038", "issue:44060", - "issue:44117", "issue:44261", "issue:44263", "issue:44295", @@ -12512,262 +12644,252 @@ "issue:46132" ], "soft_pairs": [ - "issue:44117|issue:44704", "issue:43232|issue:45593", "issue:43646|issue:46002", - "issue:42371|issue:44263", "issue:30990|issue:33357", + "issue:42371|issue:44263", "issue:43550|issue:46132", "issue:44704|issue:45290", + "issue:42907|issue:44945", "issue:44295|issue:44297", "issue:44261|issue:44373", - "issue:42907|issue:44945", - "issue:43756|issue:44060", "issue:43122|issue:44514", "issue:41628|issue:45278", + "issue:43756|issue:44060", "issue:43723|issue:44442", "issue:43723|issue:44779", "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:44360|issue:44485", "issue:43122|issue:44521", "issue:43408|issue:43475", + "issue:44360|issue:44485", "issue:43232|issue:45245", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:42907|issue:44964", "issue:44038|issue:44297", "issue:29127|issue:30990", - "issue:44038|issue:44295", "issue:43122|issue:44779", - "issue:36296|issue:43116", "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:36296|issue:43116", "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "23ba78bd41a6a44868d1c2baf1e682ae666fa72d850e000d50939fff275e28ac", + "prepared_review_unit_hash": "c08589dd78435e54a01dc44c0704c65b947e23d59e210389bc4e497d04942ad5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36649, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with one clear duplicate-ish tokenizer-loading pair; the rest are separate bugs spanning loading, generation, multimodal, and model-specific regressions.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43723 is the broadest, most representative report of the tokenizer-loading regression in v5, and it naturally subsumes the specific FastSpeech2ConformerTokenizer failure.", + "summary": "This cluster is mostly heterogeneous: many items are superficially similar Transformers v5/import/tokenizer regressions, but they describe different bugs or model-specific failures. No soft edge looks like a safe duplicate merge; 45278 is only the broadest umbrella-style issue among them.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest representative because it covers multiple import regressions after upgrading Transformers, while most other issues are narrower, model-specific, or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most central issue in the only clearly overlapping subcluster: it describes the generic AutoTokenizer.from_pretrained loading breakage, while nearby reports are specific instances of that same failure mode.", + "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general migration/regression report and could plausibly absorb some of the import-related complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Different code paths: tokenizer mapping lookup returning None vs AutoProcessor not forwarding kwargs to cached_file." - }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation/sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated bugs." + "reason": "Different subsystems and failure modes: generation kwargs handling vs D-FINE auxiliary losses." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + "reason": "One is a Transformers 5 custom-model init regression; the other is NaNs in classification heads." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "TF32 API guidance and torch.split return values in a GLM indexer are unrelated." + "reason": "Loading hang in sentence-transformers is unrelated to a MacOS bus error with a CLIP model." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "SentenceTransformers loading stall and a MacOS bus error with a CLIP model are distinct failures." + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile+SDPA instability and AttentionInterface.register behavior changes are different issues." + "reason": "torch.compile/SDPA bug in Bamba is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwargs forwarding and chat-template crashes with tool calls/no content are different APIs." + "reason": "AutoProcessor kwargs forwarding and chat template tool-call crashes are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are unrelated." + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in save_pretrained are different bugs." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are not the same bug." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE layer-count issue and Qwen3-Next tied-weights warning are separate model-specific regressions." + "reason": "A missing rms_norm_eps config value is unrelated to a docstring error." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression across versions and apply_chat_template crashing on batched input are different code paths." + "reason": "Tokenizer behavior changes in v5 are not the same as a multimodal batched chat-template crash." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import failure is related to, but not the same as, a broad report of many import errors after upgrade." + "reason": "Both involve imports, but one is a specific AutoImageProcessor failure and the other is a broad upgrade report; not enough to treat as the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is unrelated to Qwen3-Next tied-weights warnings." }, { "left": "issue:43723", "right": "issue:44442", - "accept": true, - "reason": "Same underlying AutoTokenizer.from_pretrained loading regression in v5; 44442 is a specific tokenizer instance of the same failure mode." + "accept": false, + "reason": "Generic tokenizer-loading regression and a FastSpeech2ConformerTokenizer-specific failure are too different without stronger evidence." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "One is a tokenizer-loading failure, the other is incorrect tokenization output; same subsystem but not the same concrete bug." + "reason": "Tokenizer load failure and incorrect tokenization output are distinct symptoms and likely distinct fixes." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI break are different import/config issues." + "reason": "Sentence-transformers import NameError and stale auto_mappings CI references are different import problems." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are not the same problem." + "reason": "Model save failure and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Versioned tokenizer-output regression and multimodal assistant-mask handling are different bugs." + "reason": "Both mention chat templates, but batched tokenization and all-zero assistant masks are different bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 tracker-vs-video warning and missing fpn_position_embeddings are related only broadly, not the same concrete defect." + "reason": "A model-type warning and a missing fpn_position_embeddings attribute are different SAM 3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation update ordering and the 2^24 category limit are unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to the 2^24 category limit error." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are different issues." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are not the same bug." + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids requirements are different issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure and Phi-4 multimodal load failure are separate model-loading issues." + "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal instruct." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same root cause." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and SentenceTransformers loading stall are unrelated." + "reason": "LayoutLMv3 error messaging and a loading hang are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different code paths." + "reason": "Tokenizer output differences in v5 and DeepSeek tokenization regressions are not the same concrete bug." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Both are tokenizer regressions, but one is a generic version-to-version tokenization change and the other is a Deepseek-specific incorrect-output report; not clearly the same bug." + "reason": "Dequantized save failure and gguf_file load breaks are different serialization/loading paths." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification empty results are unrelated." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Dequantized save failure and gguf_file breaking from_pretrained are distinct loading/saving regressions." + "reason": "Tensor parallel training bug and multi-label classification empty results are not the same issue." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-export issues." + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 43723/44442, is a reasonable duplicate-ish tokenizer-loading regression match from the titles, while the rest of the pairs are appropriately treated as separate bugs. No clear overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12839,9 +12961,9 @@ "issue:45216|issue:45478", "issue:39401|issue:44521", "issue:42757|issue:44351", - "issue:43784|issue:45446", "issue:22355|issue:28218", "issue:43122|issue:44977", + "issue:43784|issue:45446", "issue:22355|issue:29159", "issue:43066|issue:44779", "issue:43992|issue:44704", @@ -12849,31 +12971,31 @@ "issue:43611|issue:46002", "issue:43976|issue:45446", "issue:42222|issue:43441", - "issue:43493|issue:45753", - "issue:42371|issue:43874", - "issue:42831|issue:45753", "issue:44075|issue:44936", + "issue:42831|issue:45753", + "issue:42371|issue:43874", + "issue:43493|issue:45753", "issue:45357|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", - "issue:45083|issue:45446", "issue:43116|issue:43493", + "issue:45083|issue:45446", "issue:43937|issue:45563", "issue:38617|issue:45278", "issue:43064|issue:43673", "issue:44380|issue:46077", "issue:33453|issue:39401", - "issue:43827|issue:45446", - "issue:44625|issue:46002" + "issue:44625|issue:46002", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "9f70f4d35290c43476690dab0af445eddb02a8084d52986923960f63c65b42ff", + "prepared_review_unit_hash": "2e66e7215235bb36cca288d6d69d1412eca7d259f5e708d5c7f9ce33b69aacb5", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, @@ -12888,192 +13010,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues with superficial title similarity; none of the soft pairs look like true duplicates or mergeable PR equivalents.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated tokenizer, import, model-loading, training, and docs bugs rather than one duplicate family.", + "summary": "The cluster is a grab bag of Transformers v5 regressions, mostly tokenizer, model-loading, and multimodal API issues. The broad upgrade-regression report is the best anchor; none of the soft pairs look like safe duplicate merges.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, describing multiple import failures after a 4.57.0 \u2192 5.5.0 upgrade, so it is the best cluster anchor among issues.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for this cluster; the nearest matches are still about different concrete failures and code paths.", + "best_issue_reason": "issue:45278 best represents the cluster\u2019s overall theme of version-upgrade regressions and API breakage, even though many other issues are narrower model- or tokenizer-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different bugs: tokenizer offset_mapping mismatch vs a model-loading/import failure for sleng-bert." + "reason": "Different bug classes: tokenizer offset mapping vs model loading failure." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a Qwen3-VL runtime bug and the other is FP8 save_pretrained serialization." + "reason": "Both mention MoE, but one is a general v5 issue and the other is FP8 save_pretrained behavior; not the same path." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Save_pretrained checkpoint corruption and from_pretrained load failure are related only by model family, not the same bug." + "reason": "Save_pretrained checkpoint corruption and from_pretrained loading error are related only broadly, not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug vs multimodal assistant_mask generation; different code paths and symptoms." + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are unrelated behaviors." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Two separate missing-import errors for different symbols: is_offline_mode and HybridCache." - }, - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "sentence-transformers import NameError is unrelated to the flex_attention PyTorch version check." + "reason": "Two different missing imports/symbols in different code paths." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module and an extra-space tokenizer behavior are unrelated tokenizer issues." + "reason": "Module import failure and tokenizer spacing regression are not the same issue." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "A general tokenization regression and a flash-attention generation failure are different concrete problems." + "reason": "Generic tokenization differences and flash-attention generation failure are distinct regressions." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version check bug; unrelated failures." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No module named transformers.onnx is not the same as slow/fast tokenizer inconsistency." + "reason": "Import error vs slow/fast tokenizer inconsistency; different underlying problems." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are different tokenizer defects." + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight during model loading is unrelated to AutoProcessor kwargs forwarding." + "reason": "Model weight loading and AutoProcessor kwarg forwarding are separate from_pretrained flows." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are distinct failures." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression is not the same as NaNs in classification heads after checkout/init." + "reason": "Base-model-prefix loading regression vs NaNs in classification heads; different symptoms and fixes." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version guard bug are different environment checks." + "reason": "Python version compatibility issue and a PyTorch import guard bug are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose import breakage and Ministral FlashAttention failure are unrelated model-specific issues." + "reason": "VitPose model breakage and Ministral flash-attention failure are distinct model-specific issues." }, { - "left": "issue:43493", + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer post-train evaluation failure do not share the same code path." + }, + { + "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image are different model bugs." + "reason": "FP8 accuracy regression and a multimodal infinite-loop bug are different failure modes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API/settings guidance and missing get_number_of_image_patches are not the same problem." + "reason": "TF32 API messaging and a missing image-patch helper are unrelated." }, { - "left": "issue:42831", + "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy loss is unrelated to the Qwen3_5 infinite-loop behavior." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate multimodal bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Optimizer SGD args ignored and train/evaluate lifecycle failure are different training bugs." + "reason": "Save_pretrained visual-key regression and Qwen3.5 from_pretrained failure are adjacent but not the same issue." }, { - "left": "issue:45357", + "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is incorrect save_pretrained keys and the other is a from_pretrained load error." + "reason": "Both are Qwen3.5/MoE-related, but one is save/load checkpoint handling and the other is a load-time error; too different to merge." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script returns empty results, while the other issue is about an incorrect pipeline error message/docs." + "reason": "Example-script multi-label output bug and pipeline docs/error-message bug are different surfaces." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Helper output-length calculation in qwen3_omni_moe is unrelated to the flex_attention import/version check." + "reason": "Classification example failure and vision-language model discrepancy are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy do not share a concrete code path." + "reason": "Feature-length helper behavior and flex_attention version checking are unrelated issues." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and a stale warning about num_return_sequences are different issues." + "reason": "Invalid generation config and stale warning about num_return_sequences are different generation issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is only loosely related to a broad report of many import errors after upgrade." + "reason": "Specific missing import and a broad multi-import regression are too coarse to treat as the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache are separate v5 bugs." + "reason": "Optimizer-state corruption in training and missing generation cache in chunked_prefill are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Ignored GPT2 attention scaling and Gemma4 causal-mask construction are different attention-path bugs." + "reason": "Attention scaling being ignored and causal-vs-bidirectional mask construction are different attention bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and offset_mapping mismatch are distinct tokenizer problems." + "reason": "Tokenizer loading regression and offset-mapping mismatch are not the same concrete failure." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Config propagation for num_labels and NaNs in classification heads are separate problems." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + "reason": "Docs still mentioning removed pipeline APIs is unrelated to the flex_attention import/version issue." } ] }, @@ -13161,8 +13289,8 @@ "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:44484|issue:45310", "issue:39401|issue:43421", + "issue:44484|issue:45310", "issue:42222|issue:45542", "issue:43408|issue:43742", "issue:43937|issue:44496", @@ -13175,196 +13303,196 @@ "issue:42371|issue:44261", "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "c3d9f40812b3fa9051bd5e62f8f77a1cebc07217db62339bb9feadf436684202", + "prepared_review_unit_hash": "6900f6a88ea57ec3de4951c21c09d260ba27cb4ce3f1ebc54c6ea818446ee055", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35756, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "serialized_chars": 35758, + "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 heterogeneous: the issues cover unrelated tokenizer, model-loading, backend, dtype, and API problems. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are warranted.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and span unrelated failure modes.", + "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated transformer issues: import errors, tokenizer regressions, model-loading/config bugs, dtype/precision warnings, and optimizer behavior. None of the soft pairs look like the same concrete bug or a mergeable PR pair.", + "confidence": 0.77, + "canonical_issue_reason": "No perfect canonical exists, but issue:43122 is the best representative of the tokenizer-regression subset because it clearly describes a reproducible v4.57.3\u2192v5.0 behavior change.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not cohesive.", + "best_issue_reason": "Issue:43122 is the strongest self-contained bug report in the set, with an explicit version comparison and concrete tokenization mismatch that could anchor nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error-message complaint are unrelated failures." + "reason": "Different problems: ONNX import path missing vs confusing LayoutLMv3 validation error." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback logic and a flash-attention crash on missing `s_aux` are different code paths." + "reason": "Tokenizer mapping fallback bug and flash-attention auxiliary-argument crash are unrelated code paths." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to incorrect output under pipeline parallelism." + "reason": "Gradient checkpointing in eval mode is not the same as pipeline-parallel output corruption." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same bug." + "reason": "Both are tokenizer regressions, but different models and different failure modes." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "An invalid `GenerationConfig` and a flash-attention generation failure are distinct problems." + "reason": "GenerationConfig validation for GLM-5 is separate from Qwen3.5 flash-attention generation issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights and NaNs after checkout/init are unrelated." + "reason": "Serialization of lm_head.weight is unrelated to NaNs in classification heads after init." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape handling and missing-`torchvision` import failure are different issues." + "reason": "Batched video processor shape bug and missing-torchvision crash are different underlying issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A package version pin problem is unrelated to the flex_attention import version check bug." + "reason": "PEFT version pinning and PyTorch version gating for flex_attention are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping `None` handling and Mistral regex patching are separate failures." + "reason": "Mapping-name None handling and Mistral regex patch crash affect different tokenizer internals." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Both are import errors, but they concern different missing symbols and fixes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in multithreaded generation and bf16 dtype mismatches are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in other models are different bugs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next and a Qwen3.5 MoE load error are not the same bug." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained failure are not the same defect." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash-attention-3 and incorrect checkpoint saving are different code-path problems." + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpointing are separate code paths." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "`init_empty_weights` argument incompatibility and `PretrainedConfig` type-checking breakage are distinct regressions." + "reason": "init_empty_weights argument error and PretrainedConfig type checking regression are not the same issue." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "`max_shard_size` behavior in save_pretrained is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Offset-mapping bug and runtime special-token post-processor update are different tokenizer behaviors." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Wrong offset mappings and runtime post-processor updates are different tokenizer issues." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken VitPose model loading and a tensorboard-without-TensorFlow backend error are unrelated." + "reason": "ViTpose model breakage and undefined TensorFlow backend from tensorboard install are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning between sam3 variants and a MobileLLM key error are different loading problems." + "reason": "sam3 model-type mismatch is unrelated to MobileLLM key-error loading." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid generation config and missing `model_type` during model loading are not the same underlying bug." + "reason": "GenerationConfig invalidity and unrecognized model/config.json model_type error are distinct." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Missing TensorFlow in a torch install and broken VitPose models do not share a concrete root cause." + "reason": "Backend packaging mismatch with torch-only install is unrelated to vitpose model breakage." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a general request rejection and the other is a model-specific streaming failure." + "reason": "Chat/completions request rejection is not the same as streaming inference failure on a specific model." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A single multimodal model load failure is not the same as broad import errors after upgrade." + "reason": "A single Phi-4 multimodal load regression is not the same as broad import errors after upgrade." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored and optimizer step being called twice with deepspeed are different optimizer bugs." + "reason": "SGD args being ignored and double optimizer steps with deepspeed are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong decoder type and changed tokenization outputs are related in theme but not clearly the same defect." + "reason": "Both involve tokenizer regression in v5, but one is decoder type and the other is output drift." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation and BLIP2 dtype staying float32 are different precision issues." + "reason": "Compilation warning for bfloat16 is not the same as BLIP2 dtype staying float32 on load." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an MLA layer norm epsilon precision bug are unrelated." + "reason": "TF32 behavior warning and MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import failure and a `_torch_extract_fbank_features()` bug are not the same code-path problem." + "reason": "Different failure domains: missing configuration symbol vs fbank feature-extraction bug." } ] }, @@ -13441,10 +13569,10 @@ "issue:44484|issue:45478", "issue:44263|issue:44485", "issue:43097|issue:44493", - "issue:43874|issue:44261", "issue:41628|issue:45071", - "issue:43012|issue:43408", + "issue:43874|issue:44261", "issue:42222|issue:45459", + "issue:43012|issue:43408", "issue:45071|issue:45542", "issue:43441|issue:44829", "issue:42673|issue:44977", @@ -13454,8 +13582,8 @@ "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:44117|issue:44987", - "issue:43976|issue:44945", "issue:43408|issue:44368", + "issue:43976|issue:44945", "issue:43874|issue:44263", "issue:43986|issue:44484", "issue:38617|issue:42757", @@ -13468,128 +13596,128 @@ "issue:42673|issue:45200", "issue:44038|issue:44410", "issue:43931|issue:44410", - "issue:44704|issue:45103", "issue:43502|issue:43992", + "issue:44704|issue:45103", "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "adfe590aafeb3a9af4c5e1fe861dd3a12a6619e0bdc916ad11e17cc48e56e314", + "prepared_review_unit_hash": "d7782917e145227e371e1884eb5b49d4023bbcc1a6a75e94c5717c88781bf14f", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37354, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "serialized_chars": 37350, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues: import errors, model-specific loading bugs, config warnings, and training/runtime regressions. The soft-edge pairs share broad themes at most, but not the same concrete underlying defect, so none should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45478 is a concrete, version-scoped from_pretrained regression with clear user impact and a narrow, actionable scope, making it a reasonable anchor among otherwise disparate reports.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, model-specific regressions, config/warning issues, and training/runtime bugs. All soft similarities are superficial (shared model names or broad API terms), so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are heterogeneous. If forced, issue 43097 is the broadest release-regression complaint, but it does not meaningfully represent the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the clearest self-contained bug report here and the most suitable representative issue for triage.", + "best_issue_reason": "Issue 43097 is the closest thing to a representative issue by breadth and visibility, but it is still too specific to serve as a true umbrella for these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5-era models, but one is a missing projection bug and the other is a from_pretrained loading failure; different code paths and symptoms." + "reason": "Different bugs: qwen3next missing projections vs Qwen3.5 MoE load failure." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing question vs model-loading error are unrelated problems." + "reason": "One is a save_pretrained shard-size question; the other is a from_pretrained model loading error." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and torch.split return handling are distinct bugs." + "reason": "Both mention GLM, but this is a torch.split indexing bug vs a RoPE implementation discussion." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed tie_embeddings config option and unexpected position-id keys are different regressions." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch helper vs RMS norm epsilon precision issue are unrelated." + "reason": "A config deprecation warning is not the same as unexpected position-id key errors in model loading." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failure modes." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "TF32 warning behavior and SAM3 model-type mismatch are different issues." + "reason": "Missing image-processor method vs MLA q_a_layernorm precision/config issue; different code paths." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose breakage and protobuf tokenizer error masking are separate problems." + "reason": "vitpose breakage and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a SAM3 model-type warning." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and TensorFlow backend detection error are unrelated." + "reason": "PretrainedConfig typing regression and TensorBoard-without-TF backend error are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is a model load failure and the other is degenerate training behavior." + "reason": "Both involve flash attention, but they affect different models and different concrete failures." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads and Qwen3.5 flash-attention generation failure are different defects." + "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure; different problems." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "An isolated reproduction of another issue is not enough; the VRAM leak report is a different bug." + "reason": "A memory leak report is not the same as an isolated reproduction of another issue." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are separate numerical issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Weight-shape mismatch on load and a Qwen3-VL-Moe bug are different model-loading failures with no shared concrete code path." + "reason": "Different Qwen3-VL-related regressions: weight-shape mismatch vs a broader v5/Qwen3-VL-Moe bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config-option removal and gguf_file loading breakage are unrelated." + "reason": "Config deprecation warning vs gguf_file loading breakage; no shared code path." }, { "left": "issue:43335", @@ -13601,103 +13729,109 @@ "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and a specific model load failure are not the same underlying issue." + "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Python compatibility issue and pipeline-parallelism output corruption are separate regressions." + "reason": "Both are warnings, but they concern different models and different config fields." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "These are both warnings, but about different config/model mismatches with no shared defect." + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch counting helper and torch.split return handling are unrelated." + "reason": "Missing image-processor method vs torch.split return handling; no overlap beyond generic model bugs." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crash without torchvision and a max_shard_size question are unrelated." + "reason": "AutoProcessor crash without torchvision and max_shard_size behavior are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols, different packages, and likely different version breaks." + "reason": "Both are import errors, but they come from different packages and different missing symbols." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied in model_init are different training setup bugs." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are different training bugs." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Embedding-tie config removal and sinq save/load breakage are unrelated." + "reason": "A removed config flag warning is unrelated to sinq quantization save/load breakage." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Missing layer_type_validation and missing HybridCache are both import errors, but not the same missing export or code path." + "reason": "Different missing imports: configuration_utils.layer_type_validation vs top-level HybridCache." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config deprecation and flash_attention sink-less AttributeError are unrelated." + "reason": "Tie-embedding deprecation and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "A missing projection in qwen3next and a missing vision-config field are different model-specific bugs." + "reason": "Both are Qwen3-family config/model bugs, but they affect different fields and different model variants." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword-argument collision and tokenizer mapping None are tokenizer-related but distinct defects." + "reason": "Tokenizer construction error with AddedToken is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to mm_token_type_ids defaults for text-only fine-tuning." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "These are both Qwen-family issues, but one is a MoE load bug and the other is missing projections; not the same bug." + "reason": "Both are Qwen3-related, but they are distinct model families and distinct failure modes." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight mismatch on load and missing attn projections are different failure modes." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different bugs." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "cached_file kwargs propagation and auto_docstring annotation handling are unrelated utilities." + "reason": "local_files_only still making requests and missing embed_tokens.weight are unrelated load-path issues." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Local-files-only network leakage and missing embed_tokens.weight are separate loading issues." + "reason": "Passing kwargs to cached_file and future-annotations crashes in auto_docstring are different code paths." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision regression and GLM-5 RoPE implementation are unrelated." + "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation are separate model internals." } ] }, @@ -13770,8 +13904,8 @@ "issue:46123" ], "soft_pairs": [ - "issue:44964|issue:45341", "issue:45341|issue:45859", + "issue:44964|issue:45341", "issue:43097|issue:43873", "issue:43986|issue:44117", "issue:43066|issue:43906", @@ -13781,9 +13915,9 @@ "issue:45341|issue:45561", "issue:43986|issue:45341", "issue:45341|issue:45588", - "issue:43825|issue:44655", "issue:43208|issue:43550", "issue:43992|issue:44484", + "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:42907|issue:45753", @@ -13794,242 +13928,248 @@ "issue:43208|issue:43526", "issue:43012|issue:44683", "issue:42490|issue:43012", - "issue:43673|issue:46123", "issue:42757|issue:43824", - "issue:44038|issue:44230", + "issue:43673|issue:46123", "issue:38617|issue:43502", + "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43618|issue:43761", "issue:43064|issue:44380", "issue:44483|issue:45381", "issue:43299|issue:43867" ], - "prepared_review_unit_hash": "133f2c8788ecee8f6af46364f179ddb6160d31aead2047000dd47853e803acd4", + "prepared_review_unit_hash": "0e6f538b4677555898bdbedb1bd483f6c84619f7c68a8348b0a519501b797cb0", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct Transformers regressions and bug reports that only loosely overlap around loading/import/chat-template themes. The soft pairs look like thematic similarity, not true duplicates, so I would not merge any of them.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43824 is the clearest, most self-contained failure in the set: a concrete ImportError on a specific model class with multiple references and a directly reproducible load-path breakage.", + "summary": "Mostly unrelated issue reports across different Transformers subsystems. The soft links are weak thematic similarities (v5 regressions, loading/import errors, testing-utils bugs) rather than true duplicates, so none should be merged.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44964 is the clearest representative of the broad user-facing regression theme: a model that fails to load with the latest Transformers. It is well-scoped and concrete, even though this set does not contain a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best representative anchor for this cluster because it is specific, reproducible, and close to several other loading/import regressions, while still being clearly scoped.", + "best_issue_reason": "issue:44964 is the best standalone reference point for the group because it reflects the common pattern of latest-version model-loading breakages seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Both are general bug reports, but one is a model-loading regression and the other is a testing_utils issue." + "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility; unrelated code paths." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "The titles only share a vague utility/bug theme; these are different code paths and different failures." + "reason": "Model-loading regression vs a small testing_utils bug; not the same underlying issue." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Both are v5-era regressions, but one is an API removal notice and the other is an offloading/quantization bug." + "reason": "Removed config API vs quantization/offloading behavior; different failures." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Both involve loading-related code, but a missing torchvision path crash is not the same bug as TOKENIZER_MAPPING_NAMES returning None." + "reason": "Missing torchvision crash for video models vs tokenizer mapping None; different roots." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "These are unrelated: tokenizer decoder type issues versus an isolated reproduction of a different model-loading bug." + "reason": "Wrong tokenizer decoder type vs unrelated reproduction issue; no concrete overlap." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different subsystems entirely: xLSTM training problems versus a small testing_utils bug." + "reason": "Training script failure vs testing-utils bug; unrelated." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Both are processor/chat-adjacent crashes, but the concrete failure modes and APIs differ." + "reason": "AutoProcessor/video-model import crash vs chat-template tool-call crash; different paths." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "One is a missing torchvision dependency crash; the other is a mistral_common import regression affecting Gemma 4 loading." + "reason": "Video-model loading without torchvision vs mistral_common import error; unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Testing utilities appear in both contexts, but one is a race in patched test capture and the other is a small bug in testing_utils.py." + "reason": "Same file area, but one is a small testing_utils bug and the other is an xdist race on captured_info.txt." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "They are both bug reports, but the underlying failures are unrelated." + "reason": "Video-model processor crash vs testing-utils bug; no shared underlying defect." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "A testing_utils bug and a flash_attention sink-less-model crash are different issues." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Both are user-facing regressions, but one is pipeline task messaging and the other is save_pretrained behavior." + "reason": "Testing-utils bug vs flash_attention AttributeError; different subsystems." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "These are separate model-specific training/compile bugs and do not share the same concrete failure path." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; distinct models and code paths." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different problems: missing embed_tokens.weight during load versus max_shard_size documentation/behavior." + "reason": "Missing embed_tokens.weight on load vs a question about max_shard_size; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Bad pipeline error message vs inability to save Pipeline objects; different behaviors." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning during bf16 compile is not the same as a Bamba SDPA compile failure." + "reason": "bfloat16 compile warning vs SDPA compile failure; not mergeable as one fix." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern different models and different causes." + "reason": "PyTorch precision warning vs tie_word_embeddings warning; unrelated symptoms." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "One is a save/dequantization failure, the other is an infinite-generation loop on a specific image." + "reason": "Save/dequantization bug vs infinite loop on a specific image; unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save paths with different bugs." + "reason": "Dequantized save failure vs pipeline save_pretrained issue; different save paths." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper execution failure and partial-batch mask generation behavior are unrelated." + "reason": "Whisper model runtime failure vs mask generation partial-batch bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill vs pipeline batch-finalization bug; different code paths." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "They are both Qwen/Moe-related, but one is FP8 save_pretrained and the other is a from_pretrained loading error." + "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained load error; same family, but different concrete bugs." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are chat/completions-adjacent, but one is request acceptance and the other is batched chat template handling." + "reason": "chat/completions API rejection vs Qwen2_5_VLProcessor batched chat-template crash; unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels defect; different components." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 precision warning is not the same as a compiled flex_attention failure on newer torch." + "reason": "Warning during bfloat16 compilation vs flex_attention compilation failure on newer torch; distinct issues." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Loading a local model path with a trailing slash and a compile-time float32 warning are different bugs." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "These are different generation/pipeline regressions: cache handling versus final-batch masking." + "reason": "Trailing-slash local-path import warning vs bfloat16 precision warning; unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different affected code paths." + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and causes." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Both mention Qwen3.5/Moe/FP8, but one is an inference support request and the other is a separate model bug." + "reason": "Duplicate of another non-match pair: generation cache bug vs mask pipeline batch bug; not the same underlying defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "A missing layer_type_validation import and local_files_only still triggering API requests are unrelated failures." + "reason": "Missing layer_type_validation import vs local_files_only still making API requests; different failures." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage vs fp8 inference support request; not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "These both touch chat-related behavior, but one is request validation and the other is assistant-message tool-call template handling." + "reason": "API endpoint compatibility problem vs assistant tool-call chat-template crash; unrelated." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but attentions assignment and hidden_states output are separate bugs." + "reason": "CLIP attentions no longer assigned vs CLIPVisionModel hidden_states missing; same family but different regressions." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption and GPT2 attention-scaling config being ignored are different issues." + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling and Qwen2.5-VL video position IDs are unrelated." + "reason": "chat/completions API breakage vs Qwen2.5-VL video vision_position_ids issue; different layers of the stack." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading breakage and sorted-state_dict load errors are different load-path bugs." + "reason": "Qwen3.0/3.5 MoE loading failure vs sorted state_dict load error; both loading-related but not the same bug." } ] }, @@ -14104,8 +14244,8 @@ ], "soft_pairs": [ "issue:36683|issue:43475", - "issue:43901|issue:44655", "issue:42994|issue:44655", + "issue:43901|issue:44655", "issue:45276|issue:46077", "issue:36010|issue:42757", "issue:43352|issue:43937", @@ -14127,10 +14267,10 @@ "issue:43992|issue:45310", "issue:43441|issue:44380", "issue:43352|issue:44380", - "issue:43352|issue:45478", "issue:43867|issue:45375", - "issue:44380|issue:45479", + "issue:43352|issue:45478", "issue:44355|issue:44855", + "issue:44380|issue:45479", "issue:41669|issue:44246", "issue:36683|issue:44117", "issue:43618|issue:44380", @@ -14138,154 +14278,154 @@ "issue:43097|issue:43352", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "4db9648b45c254aaa49d8f1c7f8c2e22081f2b7476342412c24c4aa4f41083a8", + "prepared_review_unit_hash": "50c9f55bab63cf70290fc7b1bf291da1d1cf23e97178c234aa95bdd78ef9cf7a", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37550, - "estimated_input_tokens": 9388, - "estimated_eval_tokens": 19032 + "serialized_chars": 37555, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated Transformers regressions; almost all soft edges are false positives. The only plausible duplicate-style match is the import-time slowdown pair.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance regression theme, while 44246 is the more generic symptom report.", + "summary": "This cluster is mostly a loose mixture of Transformers regression reports across unrelated models and subsystems. The only strong near-duplicate signal is the Qwen3.5 MoE from_pretrained error pair; most other soft links are same-symptom but different root-cause issues.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45310 is the earlier Qwen3.5 MoE from_pretrained report and is the better canonical anchor for the exact-title duplicate with issue:45478; it also has an inbound reference, which makes it slightly more central.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41669 is the best issue anchor because it names a specific root cause for a user-visible slowdown and is the clearest candidate for deduping the import-time complaint.", + "best_issue_reason": "issue:45310 is the best single issue to keep because it anchors the only clear duplicate pair in this set and represents the most concrete repeated Qwen3.5 loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and different missing config attributes; not the same bug." + "reason": "Both are AttributeError-style model bugs, but they affect different models and different missing fields; not the same underlying defect." }, { - "left": "issue:43901", + "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for text classification is unrelated to pipeline save_pretrained serialization." + "reason": "Both mention saving, but one is quantized model checkpoint failure and the other is Pipeline.save_pretrained support; different code paths." }, { - "left": "issue:42994", + "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized-model checkpointing and the other is pipeline-object persistence." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to pipeline save_pretrained failures." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4 behaviors: embedding resize propagation vs bidirectional attention masking." + "reason": "Same model family, but resize_token_embeddings and bidirectional-attention mask construction are distinct bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Import errors from different libraries and different symbols; no shared underlying failure." + "reason": "Different import errors from different packages/symbols; no shared underlying bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model/runtime failures: FlashAttention support vs invalid GenerationConfig." + "reason": "One is FlashAttention support gating for a model, the other is an invalid GenerationConfig error; unrelated." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both touch tokenizer behavior in v5, but they are distinct concrete regressions." + "reason": "Test flakiness due to missing set_seed is unrelated to tokenizer decoder type changes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Checkpoint/load ordering issues are related at a high level, but these are different code paths and failures." + "reason": "Loading a sorted state_dict and saving an incorrect Qwen3.5 checkpoint are different failure modes." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to pipeline save_pretrained." + "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local file loading bug is unrelated to the GLM-5 RoPE discussion." + "reason": "local_files_only network leakage and GLM-5 RoPE discussion are different issues." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Config propagation bug and attention-mask bug are different subsystems." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated config bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different model config validations with no shared code path." + "reason": "Gemma4 attention-mask semantics and LlamaConfig head_dim validation are separate configuration problems." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Same broad class of missing-config-attribute errors, but on different models and attributes." + "reason": "Both are missing-attribute errors, but they concern different model configs and different absent fields." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE implementation bugs with different symptoms." + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Attention field regression in CLIP is unrelated to Qwen checkpoint saving." + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained corruption are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both are attention-related, but they concern different APIs and code paths." + "reason": "Attention backend scaling being ignored is not the same as AttentionInterface.register changing callable behavior." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "No concrete overlap beyond both being reproduction reports." + "reason": "An isolated reproduction of another issue is not the same as the specific infinite-loop-on-image bug." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing config attribute and load-balancing-loss logic are unrelated." + "reason": "Gemma3 vocab_size missing and router load-balancing loss omission are different problems." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Loading failure for Qwen3VL MoE and an infinite-loop image case are different bugs." + "reason": "Qwen3VL model loading failure and Qwen3_5 image infinite loop are different bugs." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Different model families and different missing/loading failures." + "reason": "Different model-loading AttributeErrors with no shared root cause." }, { "left": "issue:43352", @@ -14297,67 +14437,67 @@ "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and different from_pretrained failures." + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different model-loading bugs." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but the concrete failures and models differ." + "reason": "Both involve attention backends, but they are different models and different failure modes." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support issue and GPT2 attention-scaling regression are different bugs." - }, - { - "left": "issue:43352", - "right": "issue:45478", - "accept": false, - "reason": "Different models and failure modes; not the same issue." + "reason": "FlashAttention unsupported-model gating is not the same as GPT2 attention scaling being ignored." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict load ordering is unrelated to a missing vision-config field." + "reason": "State_dict loading issues and a missing config field silently dropped are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Attention backend scaling bug and zero-loss classification bug are unrelated." + "reason": "Different model and different bug; only the general Transformers-v5 context overlaps." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and torch.jit parsing errors are different causes." + "reason": "Compiled Python file import errors and a Python 3.13 torch.jit parsing issue are distinct." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling regression is unrelated to the zero-loss classification bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same underlying import-time performance problem: one reports the slowdown, the other identifies wildcard model imports as the likely cause." + "reason": "Both are about slow/expensive `import transformers`; 41669 gives a concrete import-* root cause and 44246 is the same user-facing symptom." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "API removal in v5 and FlashAttention support for a model are unrelated." + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same issue." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "Missing set_seed flakiness in one test file is unrelated to the xdist captured_info.txt race." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The single accepted pair (41669/44246) is well-supported by the titles, and the rest of the rejections do not overclaim shared root causes." + "feedback": "The summary is grounded in the packet: the canonical choice for the exact-title Qwen3.5 from_pretrained duplicate pair is well supported, and the soft-edge calls stay conservative. The one true soft-merge, issue:41669 \u2194 issue:44246, is plausibly the same import-slowdown symptom without overclaiming more than the evidence shows." }, "evaluator_used": true, "retried": false, @@ -14440,14 +14580,14 @@ "issue:43618|issue:44857", "issue:43618|issue:44977", "issue:44655|issue:44938", - "issue:43901|issue:44938", "issue:43618|issue:44077", + "issue:43901|issue:44938", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:42890|issue:45341", "issue:43576|issue:46132", + "issue:42890|issue:45341", "issue:42548|issue:44351", "issue:44222|issue:45125", "issue:44355|issue:44749", @@ -14462,14 +14602,14 @@ "issue:43010|issue:44368", "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "e8f3a5fc6d81499539c263c37111008579058b1cfcf6f476e7538502640b62da", + "prepared_review_unit_hash": "d9dcee6234c0978d4f63ca205367b72bdc26e877114f2c1130657991f8796ee8", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, @@ -14484,210 +14624,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated import, loading, training, docs, CI, and model-specific bugs. None of the soft pairs looks like the same underlying issue closely enough to merge.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the set is too heterogeneous and the soft matches do not share a concrete root cause.", + "summary": "The set is highly heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same underlying bug/change. I did not find any soft pair that is a safe duplicate merge candidate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45125 is the most concrete and model-specific report in the set, centered on Qwen3_5Moe tensor-parallel behavior; it is also the closest topical match to another Qwen3.5 MoE report.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate for deduplication. If forced, a generic loading/import issue would be the least representative choice, but the evidence is too weak to make it canonical.", + "best_issue_reason": "issue:45125 best represents the strongest recurring theme here (Qwen3.5/MoE/tensor-parallel loading issues), while the rest of the items are mostly unrelated import, docs, test, or save/load bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving state, but one is a sorted-state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different bug paths." + "reason": "Both involve model load/save mechanics, but one is a generic state_dict sorting load error and the other is a Qwen3.5 visual-encoder key regression; different failure modes." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both mention Python-version compatibility, but they point to different environments and failures; no evidence of the same root cause." + "reason": "Both mention Python version compatibility, but they are different reports on different versions and different load failures." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and different from_pretrained failures; too little overlap to treat as one bug." + "reason": "Different model families and symptoms: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM while loading a specific Qwen2 model; not the same concrete issue." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM during loading; not the same concrete bug." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Completely unrelated: local model path warning versus SGD optimizer arguments not being used." + "reason": "Completely different topics: local model path warning versus optimizer argument handling." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Different subsystems and symptoms: distributed optimizer-state corruption versus saving Pipeline objects." + "reason": "Different code paths: distributed optimizer-state corruption in training versus Pipeline save_pretrained behavior." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are import/loading complaints, but one is missing PyTorch dependency and the other is a tokenizer-loading regression; not the same bug." + "reason": "An AutoModel PyTorch import dependency error is unrelated to a tokenizer-loading regression." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different code paths and model implementations; one is about a DSA indexer activation, the other about DeepSeekV3MoE parity." + "reason": "Different problems in different components: a DSA indexer discussion versus a DeepSeekV3MoE implementation divergence." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict loading error versus a question about the 50GB shard-size default; unrelated." + "reason": "State_dict sorting/load error is not the same as the save_pretrained shard-size default question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different model areas and failure modes: CLIPOutput attentions assignment versus LwDetrImageLoss AMP/CUDA crash." + "reason": "CLIPOutput attentions assignment and an fp16 AMP crash are different bugs." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different model-specific issues; CLIPOutput field assignment is unrelated to Qwen3.5 flash-attention generation." + "reason": "Different models and symptoms: missing CLIPOutput attentions versus Qwen3.5 flash-attention generation issues." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Saving Pipeline objects and loading transformers on Python 3.14 are unrelated issues." + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." }, { - "left": "issue:43901", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Docs mismatch for return_all_scores versus a runtime load failure on Python 3.14; not the same bug." + "reason": "Different components and fixes: CLIPOutput attentions versus patchtsmixer post_init policy." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Different components entirely: output dataclass fields versus patchtsmixer post_init handling." + "reason": "Docs wording for TextClassificationPipeline is unrelated to a Python 3.14 loading failure." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky integration test from missing set_seed is unrelated to a Phi-4 multimodal model loading failure." + "reason": "A flaky integration test and a model-loading error for Phi-4 multimodal are not the same bug." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test-related, but one is about missing set_seed and the other about a stale device override test; different fixes." + "reason": "Both are test failures, but they affect different models and different root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Both mention CI/test issues, but the causes are different: seed handling versus stale auto_mappings references." + "reason": "Different CI breakages: seed-related flaky tests versus stale auto_mappings references." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "No shared bug: offline-loading API requests versus tokenizers.AddedToken keyword duplication." + "reason": "local_files_only network leakage is unrelated to AddedToken constructor argument duplication." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "A specific SamHQ test flake does not match a generic testing_utils bug." + "reason": "Broken env command output and AttentionInterface.register behavior are different features." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Different behavior regressions: broken env CLI command versus AttentionInterface.register changing registered-function behavior." + "reason": "A specific SAM HQ integration test flake is not the same as a bug in testing_utils.py." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + "reason": "Both are import-name errors, but they concern different exported symbols and likely different causes." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior for MoE is unrelated to a missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for tensor parallelism are distinct issues." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a performance regression after upgrading are not the same issue." + "reason": "Compiled Python-file errors and a performance regression after upgrade are unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is specifically missing _tp_plan and the other is a generic from_pretrained error; not enough to merge confidently." + "reason": "Same model family, but one is specifically missing _tp_plan and the other is a broader from_pretrained error; not clearly the same concrete bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "SentenceTransformers loading hang and a forward-docs clarification are unrelated." + "reason": "Sentence Transformers loading hangs versus documentation confusion about forward arguments." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs and tokenizer-loading regression are different subsystems." + "reason": "MLflow reporting on training failure is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and a missing deepstack_visual_indexes config field are different bugs." + "reason": "Missing _tp_plan and a missing vision config field are different Qwen3.5 MoE issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory regression and checkpoint reload compatibility after upgrade are distinct failure modes." + "reason": "Int4 quantization memory growth is not the same as a checkpoint reload compatibility issue." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Decorator/no_grad behavior for cache updates is unrelated to broad import errors after upgrading." + "reason": "A no_grad decoration request for cache updates is unrelated to broad import errors after upgrade." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload compatibility issues do not point to the same root cause." + "reason": "Tokenizer-from-pretrained loading and checkpoint reload compatibility are different failures." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline request leakage is unrelated to FP8 MoE save_pretrained behavior." + "reason": "Network requests despite local_files_only and FP8 save_pretrained on MoE are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "A no_grad decorator request for caches/layers does not match a tie_word_embeddings warning in Qwen3.5 fine-tuning." + "reason": "Cache/layer update semantics are unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A network/request bug versus a placeholder 'racoon' issue; no meaningful overlap." + "reason": "The local_files_only networking bug is unrelated to the unrelated placeholder issue 'racoon'." } ] }, @@ -14762,10 +14902,10 @@ ], "soft_pairs": [ "issue:43010|issue:45850", - "issue:44315|issue:44360", "issue:42831|issue:43874", - "issue:44355|issue:45071", + "issue:44315|issue:44360", "issue:30333|issue:36296", + "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44222|issue:44230", @@ -14773,8 +14913,8 @@ "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43010|issue:45656", "issue:43576|issue:45071", + "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", @@ -14791,264 +14931,264 @@ "issue:44273|issue:45003", "issue:44038|issue:45125", "issue:44393|issue:45753", - "issue:44230|issue:46095", "issue:44393|issue:45071", "issue:43576|issue:44556", + "issue:44230|issue:46095", "issue:44373|issue:44961", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092" ], - "prepared_review_unit_hash": "74b1d2f39c40c517cad4026473c5d33de527940396a2c72b7fe62a1d3363ed73", + "prepared_review_unit_hash": "204a39b31c968c370db1e357328bc1677a31fe7d65986518e66eed29a06ae48e", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38121, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "serialized_chars": 38119, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions, import errors, and docs bugs. The broadest representative is the generic v5-breakage report, but none of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the cluster, describing widespread v5 breakage across models rather than a single narrow failure mode.", + "summary": "This set is a loose grab-bag of Transformers v5 regressions, import errors, model-loading bugs, and unrelated docs/training issues. The soft links are mostly superficial theme matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report here: it explicitly summarizes the general v5 breakage across many models, which makes it the best representative of the cluster\u2019s recurring compatibility complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the cluster because it summarizes the general v5 regression theme, even though the other issues are specific and not duplicates.", + "best_issue_reason": "issue:45850 is the best global issue candidate because it is the most general and central to the repeated v5/model-loading breakage theme seen in several nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Different problems: cache/layer update no_grad behavior vs a vague broad v5 breakage report." - }, - { - "left": "issue:44315", - "right": "issue:44360", - "accept": false, - "reason": "Unrelated subsystems: model_init/Liger Kernel application vs DSA indexer ReLU logic." + "reason": "One is a specific cache/update no_grad request; the other is a broad complaint that v5 breaks many models. Related theme, not the same bug." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue and multimodal-token patch counting are distinct bugs." + "reason": "Different model families and symptoms: FP8 accuracy issue vs a missing method causing an AttributeError in GLM46V image processing." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Compiled Python file errors are not the same as PretrainedConfig type-checking regressions." + "reason": "Different subsystems and failures: Liger Kernel not applied in model_init versus a DSA indexer missing ReLU." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tensor parallel training behavior." + "reason": "Training-job MLflow reporting failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Both mention failures under v5, but one is about running compiled Python files and the other is PretrainedConfig type checking; not the same code path." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() does not match the unrelated 'racoon' issue." + "reason": "Doc reference to pipeline() after removals is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file execution failures and save_pretrained pipeline-object persistence are different issues." + "reason": "Different problems: compiled Python file errors versus inability to save Pipeline objects." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained serialization and the other is inference support." + "reason": "Both involve FP8/MoE wording, but one is a save_pretrained bug and the other is inference support for Qwen3-VL/Qwen3.5 MoE." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and a specific Llama 3.2 vision model-loading breakage are not the same failure." + "reason": "Both are loading regressions, but for different models and likely different causes: generic tokenizer loading vs Llama 3.2 Vision model loading." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading and loading old checkpoints after upgrade are related only at a high level, not the same bug." + "reason": "Both are version-regression reports, but one is Qwen3VL MoE loading in dev0 and the other is checkpoint reload incompatibility after upgrading to v5.2/v5.3." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and a broken transformers env CLI are different concrete failures." + "reason": "Different import/export failures: huggingface_hub is_offline_mode missing versus transformers env command breakage." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor parallel training bug are separate issues with no shared code path." }, { - "left": "issue:43010", - "right": "issue:45656", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "No_grad decoration on cache/layer updates is unrelated to double optimizer.step under DeepSpeed." + "reason": "CLI env command breakage and PretrainedConfig type-checking regression are unrelated." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type-checking regression are distinct problems." + "reason": "cache/update no_grad behavior is unrelated to deepspeed calling optimizer.step twice." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is not the same as a missing Qwen2.5-VL import export." + "reason": "v5 env command breakage is unrelated to missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion for model.forward args is unrelated to the layer_type_validation import error." + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "'racoon' is not a meaningful duplicate of the Gemma4AudioRelPositionalEncoding bug." + "reason": "The 'racoon' issue is too vague to match the Gemma-4 audio positional encoding bug; no concrete shared defect." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors from transformers, but they concern different missing symbols and likely different causes." + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel, likely separate export surface problems." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache/layer update no_grad behavior is unrelated to a Python-version compatibility issue." + "reason": "Cache/layer update decoration issue is unrelated to Python version compatibility with v5.1.0." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing configuration_utils export and broken env CLI are different symptoms and code paths." + "reason": "ImportError from configuration_utils and broken env CLI are different failure modes." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling has no relation to the unrelated 'racoon' issue." + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the vague 'racoon' issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and text-classification pipeline docs mismatch are unrelated." + "reason": "Tensor parallel training bug does not match documentation drift for TextClassificationPipeline return_all_scores." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and compiled Python file errors are different failure modes." + "reason": "Missing AutoImageProcessor import is not the same as compiled Python file execution errors." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction bug do not match." + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast reduce_labels returning the wrong shape." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA layer norm precision/config issue is unrelated to the DSA indexer ReLU bug." + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU issue are different code paths." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor.save_pretrained files and a generic bug report are not the same underlying issue." + "reason": "Processor.save_pretrained missing files is not the same as a generic bug report placeholder." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and a TensorFlow backend error caused by tensorboard-only installs are different bugs." + "reason": "Lazy loading problem and tf backend error from installing tensorboard without TensorFlow are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access in modeling_utils." + "reason": "Lazy loading behavior does not match unsafe sys.modules access in modeling_utils." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Generic Qwen3-VL/MoE breakage and missing _tp_plan for tensor parallelism are distinct concrete problems." + "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a generic transformers v5 bug report and the other is specifically missing _tp_plan for tensor parallelism." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box hallucination/error and infinite looping on a specific image are different model behaviors." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support for Qwen3/Qwen3.5 MoE is unrelated to DeepSeekV4 weight conversion tooling." + "reason": "Both are Qwen3-VL related, but one is 2D bounding box hallucination/error and the other is an infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Vision bounding-box output bugs and PretrainedConfig type-checking regressions are unrelated." + "reason": "Qwen3-VL bounding-box failure is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env CLI and checkpoint reload compatibility after upgrade are different issues." + "reason": "Broken env command and checkpoint reload incompatibility are separate issues." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a question about weight conversion scripts for deepseekv4." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Wrong position_ids docstring and 'racoon' are unrelated." + "reason": "Wrong position_ids docstring and the vague 'racoon' issue are not the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is a specific model bug, not the broad v5 breakage report." + "reason": "Llama4Config missing pad_token_id is a specific config attribute bug, not the broad 'v5 breaks too many models' umbrella." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import * cleanup/performance in models and GenerationMixin cache missing during chunked_prefill are different changes." + "reason": "Removing import * from models and GenerationMixin cache missing during chunked_prefill are different refactors/bugs." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload incompatibility and old InternVL2 remote-code/meta-init incompatibility are separate model-loading issues." + "reason": "Both are v5 upgrade regressions, but they affect different model loading paths and are not clearly the same defect." } ] }, @@ -15086,6 +15226,7 @@ "issue:43519", "issue:43572", "issue:43576", + "issue:43606", "issue:43673", "issue:43704", "issue:43827", @@ -15093,7 +15234,6 @@ "issue:43976", "issue:44077", "issue:44246", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -15127,24 +15267,24 @@ "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", - "issue:43976|issue:44393", "issue:43408|issue:44315", + "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44297|issue:45230", - "issue:44295|issue:45230", "issue:44908|issue:45071", + "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43673|issue:44492", "issue:45278|issue:45850", "issue:43874|issue:45850", "issue:44393|issue:45478", - "issue:43827|issue:44908", "issue:44077|issue:44861", + "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:41669|issue:44908", "issue:41669|issue:44492", + "issue:41669|issue:44908", "issue:44315|issue:44829", "issue:42371|issue:44492", "issue:43576|issue:44273", @@ -15155,317 +15295,317 @@ "issue:43827|issue:44492", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:41669|issue:43704", "issue:31795|issue:34689", + "issue:41669|issue:43704", "issue:31795|issue:37428", "issue:44315|issue:45092", "issue:44485|issue:45468", "issue:43704|issue:44485", "issue:43298|issue:46095", - "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", - "issue:44263|issue:45468" + "issue:43606|issue:45468" ], - "prepared_review_unit_hash": "7e82fd2bc0f6b3f896437e7b31fef34cae7b49f2c2d7fc95681b1633582c0123", + "prepared_review_unit_hash": "5a157fa7c6316a263acca1c6b8a382c55f5d5d62a59a9d3dc1b6497f263139cb", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 45, - "serialized_chars": 40617, - "estimated_input_tokens": 10155, - "estimated_eval_tokens": 20566 + "serialized_chars": 40647, + "estimated_input_tokens": 10162, + "estimated_eval_tokens": 20580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the items cover many unrelated issues (docs, tokenizer/model loading, cache behavior, processors, tests, and model-specific regressions). The soft pairs mostly share only vague v5-era or loading-related wording, not the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of mostly unrelated Transformers issues, with a recurring theme of v5 regressions and loading/import behavior. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the recurring v5 breakage complaints, but it is too generic to be a precise duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to be a strong canonical duplicate target.", + "best_issue_reason": "issue:45850 best represents the overall cluster because it captures the widest shared theme (Transformers v5 breaking multiple downstream use cases), even though it is not a tight duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLmConfig pad_token_idx regression vs a vague claim that many models break after v5." + "reason": "A missing StableLmConfig pad_token_idx bug is specific; 45850 is a broad meta-complaint about many models breaking in v5." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash is a concrete model bug, not the same as a broad v5 breakage report." + "reason": "Qwen3.5-35B chat crashes are a model-specific failure, not the same concrete issue as a general v5 breakage report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed() is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "A flaky SamHQ integration test due to missing set_seed is unrelated to an inverse_sqrt scheduler kwargs bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passing bug is unrelated to scheduler argument propagation." + "reason": "Passing kwargs to cached_file in AutoProcessor.from_pretrained is a different code path from scheduler parameter handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowdown and lazy loading failure are different loading/performance issues." + "reason": "Slow import sometimes and lazy loading not working are related in theme, but not clearly the same underlying defect." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Python version compatibility is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Wrong model-type warning for sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Model type warning in SAM3 is unrelated to Liger Kernel not applying with model_init." + "reason": "Python version compatibility and Qwen3-VL bounding-box output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error is a different model/backend issue than Qwen3-VL bbox hallucinations." + "reason": "Unsupported Flash Attention 2 for NemotronH and Qwen3-VL 2D box hallucination are different model-specific issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken transformers env command is unrelated to inverse_sqrt scheduler kwargs." + "reason": "A broken `transformers env` CLI command is unrelated to scheduler kwargs being ignored." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer class mismatch on save_pretrained is too specific to be the same bug as an unspecified generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "position_ids buffer access bug is unrelated to an unspecified bug report." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different API surfaces and failure modes." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different code paths." + "reason": "Position_ids buffer read errors are specific and do not match a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * cleanup/performance issue is unrelated to a HybridCache import failure." + "reason": "Import * cleanup/performance and missing HybridCache export are different import-related problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Removing import * from models is unrelated to a testing_utils bug." + "reason": "Model import performance and a testing_utils typo are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a typo in cache strategies." + "reason": "Generation cache missing during chunked_prefill is unrelated to a typo in cache strategies." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrade is a concrete compatibility problem, not the same as a broad complaint about too many models breaking." + "reason": "Many import errors after upgrade is broader, but not the same concrete defect as general model breakage complaints." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "GLM46V missing method causing token-count failure is not the same underlying issue as the broad v5 breakage report." + "reason": "A missing image-processor method causing multimodal token counting failure is model-specific, not a broad v5 regression duplicate." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box output errors are unrelated to Qwen3.5 Moe from_pretrained failures." + "reason": "Qwen3-VL 2D bbox output problems and Qwen3.5 Moe from_pretrained errors involve different models and different code paths." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Docs still referencing pipeline() is a documentation issue, not a scheduler kwargs bug." + "reason": "An optional post_init policy issue is unrelated to an AttributeError in tied weight key extraction." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "patchtsmixer post_init validation and tied-weight-key AttributeError are different model config bugs." + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + "reason": "Model.forward doc confusion and tokenizer loading regression are unrelated." }, { "left": "issue:41669", - "right": "issue:44908", + "right": "issue:44492", "accept": false, - "reason": "Import * usage and scheduler kwargs are unrelated concerns." + "reason": "Import performance and cache-strategy typo do not share the same underlying bug." }, { "left": "issue:41669", - "right": "issue:44492", + "right": "issue:44908", "accept": false, - "reason": "Import * cleanup is unrelated to a cache strategy typo." + "reason": "Import performance cleanup and scheduler kwarg handling are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 degenerate training." + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different problems." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings are unrelated to a typo in cache strategies." + "reason": "TF32 behavior settings and cache strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are distinct issues." + "reason": "Broken `transformers env` command and lazy loading issues are not the same defect." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model bugs." + "reason": "A DSA indexer missing ReLU and Gemma4 audio positional encoding are entirely different issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure is unrelated to _tied_weights_keys list handling." + "reason": "Saving Pipeline objects and tied weight key extraction are unrelated code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report is too vague and not the same as the Qwen3.5 Moe from_pretrained regression." + "reason": "A generic bug report does not establish the same underlying issue as a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Documentation referencing pipeline() after removals is not the same as a cache-strategy typo." + "reason": "Documentation references to pipeline() and a cache-strategy typo are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation bug is unrelated to GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different multimodal math problems, not the same bug." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in Qwen3VL has nothing to do with scheduler kwargs." + "reason": "Timestamp calculation in a processor is unrelated to scheduler parameter handling." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import * cleanup is unrelated to a VRAM leak in multithreaded dataloader use." + "reason": "Documentation confusion and a model loading regression are unrelated." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Model.forward docs confusion is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Import-star cleanup/performance and VRAM leaks in multi-threaded dataloader use are different issues." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion about inputs/cache is unrelated to the flash_attention_utils import error." + "reason": "Model.forward docs and a flash-attention import error are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Model_init/Liger Kernel application bug is unrelated to old InternVL2 remote-code meta-init incompatibility." + "reason": "Both involve model initialization, but Liger Kernel being omitted and remote-code checkpoints failing meta init are not the same bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE implementation discussion and Gemma4AudioRelPositionalEncoding are unrelated model-specific math issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak with multiple dataloader threads is unrelated to GLM-5 RoPE." + "reason": "VRAM leakage across dataloader threads and RoPE implementation are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching not supporting audio models is unrelated to a DeepSeek weight-conversion question." + "reason": "Continuous batching for audio models and a weight conversion script request are not the same underlying problem." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "local_files_only still making API requests is unrelated to Qwen3VL timestamp calculation." + "reason": "TF32 control settings and VRAM leakage are unrelated." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 behavior settings are unrelated to the dataloader-thread VRAM leak." + "reason": "Unexpected API calls with local_files_only and timestamp calculation in a processor are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp math and processor.save_pretrained missing files are different processor bugs." + "reason": "Processor timestamp math and missing files in processor.save_pretrained are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug is unrelated to VRAM leakage across dataloader threads." + "reason": "Processor timestamp math and dataloader-thread VRAM leakage are unrelated." }, { - "left": "issue:44263", + "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch for bark-small and Gemma4 audio positional encoding are different model/runtime issues." } ] }, @@ -15501,10 +15641,10 @@ "issue:43298", "issue:43525", "issue:43572", - "issue:43606", "issue:43704", "issue:44230", "issue:44261", + "issue:44263", "issue:44360", "issue:44623", "issue:44861", @@ -15515,7 +15655,7 @@ "issue:45468" ], "soft_pairs": [ - "issue:43606|issue:45468", + "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", @@ -15535,148 +15675,148 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "42e3c1cb731a9c444aab726799a98ab37ebb89edb5ae0130deae32d3ff6f50c5", + "prepared_review_unit_hash": "e8c6545b49208aff4d965ee9e7d7e5d1948a6a1afbcec4a5652ad5fef8eafa70", "component_budget": { "node_count": 413, "item_count": 413, - "soft_pair_count": 1541, - "serialized_chars": 795721, - "estimated_input_tokens": 198931, - "estimated_eval_tokens": 398118 + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 }, "budget": { "node_count": 24, "item_count": 24, "soft_pair_count": 19, - "serialized_chars": 19211, - "estimated_input_tokens": 4803, - "estimated_eval_tokens": 9862 + "serialized_chars": 19179, + "estimated_input_tokens": 4795, + "estimated_eval_tokens": 9846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the issues span unrelated areas such as training, tokenizer loading, configs, schedulers, model-specific bugs, and documentation. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue; the items are heterogeneous and do not share one underlying defect or change.", + "summary": "The set is mostly heterogeneous; the soft pairs share at most broad subsystem similarity, not the same concrete bug. No PRs are present, and none of the candidate pairs should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single duplicate hub is obvious here; the issues are mostly unrelated. If one issue must anchor the set, #45290 is the clearest, most actionable standalone bug report.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a global representative because this is not a coherent duplicate group.", + "best_issue_reason": "#45290 is the strongest standalone issue: it describes a specific crash path with a narrow, reproducible trigger and clear expected behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", + "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different models and failures: CPU offload device mismatch vs Gemma4 audio positional encoding." + "reason": "Different code paths and symptoms: GlmMoeDsaIndexer torch.split handling vs Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to Gemma4 audio positional encoding." + "reason": "One is an MLA q_a_layernorm epsilon precision/config bug; the other is a Gemma-4 audio positional encoding issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer/v5, but the symptoms and likely code paths differ; not enough to treat as the same bug." + "reason": "Both involve tokenizer v5, but the reported problems are not the same concrete bug: generic behavior regression vs wrong decoder type." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated non-technical issue." + "reason": "Completely unrelated: scheduler kwargs handling vs an unrelated non-technical issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight key handling vs chat template tool-call crash." + "reason": "Different helpers and failures: tied-weight key extraction crash vs apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in config is unrelated to tied-weight key extraction crash." + "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing on list-typed _tied_weights_keys." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to the other issue." + "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads is unrelated to the other item." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to the other issue." + "reason": "Import-star cleanup/perf issue is unrelated to the other item." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad token field regression is unrelated to tied-weight key handling." + "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to tied-weight key extraction." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder type regression is unrelated to the other issue." + "reason": "Wrong tokenizer decoder type in Transformers v5 is unrelated to the other item." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and missing import are different failures." + "reason": "Slow checkpoint loading from_pretrained is not the same as an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to missing processor save files." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA ReLU omission is unrelated to the other issue." + "reason": "DSA indexer lacking a ReLU is unrelated to the other item." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow reporting failure on training-job failure is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Runtime loading performance issue is unrelated to documentation confusion." + "reason": "Performance issue in loading checkpoints vs documentation confusion in model.forward." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 moe from_pretrained error are not the same concrete bug." + "reason": "Both mention Qwen3.5/MoE, but one asks for fp8 inference support while the other reports a from_pretrained error; not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness and tokenizer loading regression are separate issues." + "reason": "from_pretrained checkpoint slowness is unrelated to tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and Qwen3 fp8 inference are unrelated." + "reason": "Continuous batching not supporting audio models is unrelated to Qwen fp8 inference support." } ] }, @@ -15708,12 +15848,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "8163ad2790e6baaebd7b1f38808fc28e850961116e72109a970cc5985e217dce", + "prepared_review_unit_hash": "7e5919e4449cf1a64d1698a8a57d5eed0c8581510dfac98d121db281212291d8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15721,7 +15861,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15730,24 +15870,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not describe the same bug. Two are model-loading related, but one is an auth/error-message problem and the other is a generic load failure; the tokenization report is separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:16618 is the most concrete and broadly representative report in the set, centered on a specific model-loading failure.", + "summary": "All three issues appear related only by broad Transformers/model-hub similarity, not by the same underlying bug. The two loading-related issues are still too different in failure mode to merge as duplicates, and the Tapas tokenization report is a separate problem entirely.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster\u2019s general model-loading theme, with the highest discussion activity; the other two are either narrower auth/download messaging (#15980) or a separate tokenization mismatch (#13244).", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the clearest standalone problem statement and the best cluster representative, even though the other issues are not true duplicates.", + "best_issue_reason": "#16618 is the best cluster representative because it is the most generic and central user-facing failure, while the others are either more specific or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch vs. model loading failure; different underlying code paths and symptoms." + "reason": "Tokenization mismatch for Tapas is a different underlying problem than failing to load bert-base-uncased; same library, different code path." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model auth/error-message issue is not the same as failing to load bert-base-uncased." + "reason": "Both involve model download/load, but #15980 is specifically an unauthenticated private-model download error, while #16618 is a generic load failure for a public model; not the same bug." } ] }, @@ -15777,40 +15917,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ee639e5cb9cbb696a1276e32201a3ad8ff840634210fddd3e42f50bb61c5e074", + "prepared_review_unit_hash": "ef7a8bb25c70a1d05e838b909aeb2327097af991444d793273ac60e208541f36", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature requests, not duplicates: one is for Flash Attention 2 support on more architectures, the other is for GGUF support on more architectures.", + "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 support vs. GGUF support. They are not duplicates and should not be clustered as the same underlying request.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different features and code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative because they are unrelated enhancement requests.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying enhancements (Flash Attention 2 vs GGUF); the similarity is only that both are community contribution requests for broader architecture support." + "reason": "Different requested features for different model/runtime support paths: Flash Attention 2 architecture support vs. GGUF architecture support. They are not the same underlying bug or change." } ] }, @@ -15852,101 +15992,104 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "949adefad050edaff93ab13700e5d4b72350b6a246326b265e51bdd19fd1f043", + "prepared_review_unit_hash": "3df77fc1ea0e0cae95520b874f0d63b44ed9307c58a516a018caf90d63e11887", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6438, - "estimated_input_tokens": 1610, - "estimated_eval_tokens": 3476 + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6438, - "estimated_input_tokens": 1610, - "estimated_eval_tokens": 3476 + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are i18n docs-translation requests, but they split into distinct language-specific issues and a near-identical generic template trio; the available metadata does not justify merging across languages.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical across the full cluster: Turkish and Spanish are distinct requests, and the three generic placeholder issues are only template-similar, not provably the same task.", + "summary": "The only strong duplicate set is the trio of near-identical placeholder issues about translating docs to ; the Turkish and Spanish issues are separate language-specific requests and should not be merged with them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical placeholder-template issues and is the best representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the generic translation-template subgroup because it is the earliest and most central of the near-identical placeholder issues.", + "best_issue_reason": "43834 is the most suitable global issue within this cluster because it best matches the exact duplicate pattern; the Turkish/Spanish issues are distinct translation requests, not better canonicals for the same underlying task.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27088", - "right": "issue:44370", - "accept": false, - "reason": "Same i18n translation theme, but different language-specific request; not the same underlying issue." + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." }, { - "left": "issue:27088", - "right": "issue:44365", - "accept": false, - "reason": "Turkish vs. generic translation template; similarity is topical, not a duplicate task." + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." }, { - "left": "issue:27088", - "right": "issue:43834", - "accept": false, - "reason": "Language-specific Turkish request does not match the generic template issue closely enough to merge." + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs. Spanish), so these are separate issues." + "reason": "Different concrete language targets (Turkish vs Spanish); same broad theme but not the same issue." }, { - "left": "issue:28936", + "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder task." + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." }, { - "left": "issue:28936", + "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Spanish vs. generic template; same subsystem, but not the same underlying request." + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." }, { - "left": "issue:28936", + "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language/request; the overlap is only in the translation-docs theme." + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." }, { - "left": "issue:43834", - "right": "issue:44370", + "left": "issue:28936", + "right": "issue:43834", "accept": false, - "reason": "Near-identical templates, but no evidence they are the same language/task instance." + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." }, { - "left": "issue:43834", + "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Highly similar wording, but not enough to prove a single duplicate issue." + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." }, { - "left": "issue:44365", + "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "The generic placeholder issues are very close, but the metadata does not confirm the same underlying request." + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: 43834/44365/44370 form the clearly near-identical placeholder-template trio, and treating 43834 as the canonical representative is reasonable. The Turkish and Spanish issues are plausibly separate language-specific requests, and the rejected soft-edge links are conservative given the weaker similarity scores." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16018,250 +16161,262 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "b3bf7352c85852aef214b33943c6ab34630dfeba6ccb589077401cb1ebeb80e9", + "prepared_review_unit_hash": "401d0dbf924c4e5b3ae228df0cacd532bebdc6ae368b543743293845c6389c15", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a broad false-positive similarity cluster: all items are separate model-addition requests across different model names and modalities, not duplicates. All soft edges should be rejected.", + "summary": "This cluster is dominated by templated model-request issues. Despite high textual similarity, the items target different model families, modalities, or architecture ideas, so none of the soft edges look like true duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the cluster contains distinct model requests, not duplicates.", + "canonical_issue_reason": "No single canonical issue: these are distinct model requests rather than one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the items span unrelated models and modalities, so none is a good umbrella representative.", + "best_issue_reason": "issue:42738 is the broadest representative request in the set, but it still does not duplicate the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests (EuroBert vs DEIMv2); same request pattern only." + "reason": "EuroBert and DEIMv2 are unrelated model requests; similarity is only in request wording." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config request vs Qwen3-TTS audio support; unrelated targets." + "reason": "EuroBert vs Qwen3-TTS: different model families and different modality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR; different models and tasks." + "reason": "EuroBert and RF-DETR are distinct model additions, not the same change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR detection model vs DEIMv2; not the same bug/change." + "reason": "RF-DETR and DEIMv2 target different models and implementation paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; different modalities and model families." + "reason": "RF-DETR is detection-oriented; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer; unrelated model requests." + "reason": "RF-DETR and the sparse transformer request are unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-ASR audio support; different changes." + "reason": "RF-DETR (vision/detection) and Qwen3-ASR (speech recognition) are different requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; unrelated model additions." + "reason": "RF-DETR and Qwen3-TTS are different model/modality support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; different model families and modalities." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request vs sparse transformer request; not the same concrete change." + "reason": "NeoBERT and the weight-sparse transformer request do not describe the same underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR detection model vs NeoBERT language model; distinct requests." + "reason": "RF-DETR and NeoBERT are separate model requests with no shared code-path problem." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; similar naming only, but different models." + "reason": "NeoBERT and ModernVBERT models are related only by broad BERT-like naming, not by the same request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models and tasks." + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs sparse transformer request; not the same code-path problem." + "reason": "MiniCPM3 and the sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; both model requests but clearly different." + "reason": "MiniCPM3 and ModernVBERT models are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model additions." + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model-family requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection model vs Qwen3-TTS audio support; different underlying request." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different models and modalities." + "reason": "ModernVBERT and Qwen3-ASR are different support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; unrelated model requests." + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs generic BERT-like RoPE discussion; not the same model." + "reason": "ModernVBERT models and generic BERT-like models with RoPE are related only thematically, not as the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models vs Voxtral TTS; different modalities and changes." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and separate support work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests." }, { "left": "issue:43671", - "right": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "TTS support vs ASR support for different Qwen3 variants; related domain, but distinct requests." + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; same modality but different models and implementations." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are both TTS-related but still different models and implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio TTS request vs DeepSeek-OCR2; unrelated model families." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different model capabilities." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + "reason": "Qwen3-TTS and the sparse transformer request do not share the same underlying fix." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR audio request vs EUPE vision-language encoder; different models." + "reason": "Qwen3-ASR and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but distinct model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support tasks." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model request vs vision/text model request." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model additions." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio, but different models and change sets." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests, not one concrete fix." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE; unrelated model additions." + "reason": "OpenAI Weight-Sparse Transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support vs sparse transformer request; different underlying work." + "reason": "Qwen3-ASR and the sparse transformer request are different changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different audio model requests." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-related model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model families." + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR request vs OCR2 request; different modalities and models." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model capabilities." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; both vision-language, but different models and implementations." + "reason": "EUPE and TIPSv2 are different model proposals from different authors and domains." } ] }, @@ -16304,88 +16459,88 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "6a438879b537b75c88531fc3b24ab5f926da0daf328369ca5c1159a81f87a3b7", + "prepared_review_unit_hash": "f6567e90502e8598dd44fcbedaa1eab19f51189ca8c7736752ee2c7cfd6f96ca", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7187, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7187, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only weakly text-similar; they cover unrelated bugs/features across different models and tokenizer/config areas, so this cluster should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43668 is the cleanest, most self-contained bug report in the set, but it is not actually a duplicate of the others.", + "summary": "These issue reports only share superficial wording patterns; they concern different models, configs, and bug types, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43668 is the best representative only in the sense that it is concrete and narrowly scoped; the rest are too heterogeneous to form a real duplicate cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "One is about Llama4TextL2Norm possibly being RMSNorm; the other is a ModernBERT config type hint typo. Different code paths and bug types." + "reason": "Different components and bug classes: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint metadata." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value not being used is unrelated to kwargs not reaching a loss function. Different models and failure modes." + "reason": "Mask2Former ignore_value handling is a model-specific bug, while kwargs not passed to loss calculation is a generic API/plumbing issue." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific bugs." + "reason": "Unrelated models and failures: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A Mask2Former loss-parameter bug is not the same as tokenizer regex warning behavior. Different subsystems." + "reason": "Mask2Former loss/ignore_value logic is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss ignore_value usage and a quantization attribute typo are unrelated." + "reason": "Different code paths: Mask2Former model logic vs a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss handling and ModernBERT norm_eps type hint are unrelated issues." + "reason": "No shared underlying bug: Mask2Former ignore_value bug vs ModernBERTConfig type-hint issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation is a runtime behavior bug, not a config type-hint issue." + "reason": "One is missing kwargs forwarding into a loss function; the other is an incorrect type annotation." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are separate concerns with no shared concrete fix." + "reason": "Type-hint correction and tokenizer regex warning are unrelated issues in different subsystems." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint correction in ModernBERT is not the same as a typo in a quantization operation name." + "reason": "ModernBERTConfig annotation bug is not the same as a typo in a quantization operation attribute." } ] }, @@ -16415,12 +16570,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "94fb0d8d9cb9c17588dc5d33f937a0ab0190a2a9ce759553ef7aee8a22c39e00", + "prepared_review_unit_hash": "0496bcee6f5444018626c6337b8cc50eb9890ee814d23e1acea53cec72bedbe7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16428,7 +16583,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16437,18 +16592,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks about block decoding, while the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue for duplication purposes; the issues cover unrelated topics (block decoding vs DeepSeek model support).", + "summary": "These two issues are unrelated: one asks for block decoding behavior, while the other requests DeepSeek v3.2 support.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be picked, issue #43037 is slightly more actionable because it is a concrete support request with more discussion, but it is not a duplicate of #41084.", + "best_issue_reason": "issue:43037 is the more concrete, self-contained feature request, but it is not a duplicate of issue:41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared code-path or problem statement; one is about block decoding, the other about adding support for DeepSeek v3.2." + "reason": "Different topics and likely different code paths: block decoding vs model support for DeepSeek v3.2." } ] }, @@ -16478,12 +16633,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ef3c5117a5839531efe365b40a78af6e4e498e062916aa56992e94ff37721900", + "prepared_review_unit_hash": "fc52fdf03553ab270d8563e64af81b599d9a2b21052e04748d4abef593c27f15", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16491,7 +16646,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16500,18 +16655,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues mention custom trainers, but they describe different problems in different code paths: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation. They are related in theme, not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The two issues describe different Trainer concerns: one is about making `remove_unused_column` more customizable, and the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the more concrete, self-contained problem statement and a better representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43598 is the clearest actionable issue, centered on a specific Trainer customization behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Shared mention of custom trainers is too broad; one concerns input-column removal customizability, the other FLOPS counting. Different bugs, different fixes." + "reason": "Different underlying bugs/features: custom column removal behavior versus FLOPS counting for custom trainers. No shared code-path or same fix." } ] }, @@ -16541,7 +16696,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "144a37f49e44ee185b248a2290e9d36f9ac3bf88bfc16aeb3fdd91c418218908", + "prepared_review_unit_hash": "8ae5513144282608250e2bd926a91a0a8946c60f217ff763921f316679d53e77", "component_budget": { "node_count": 2, "item_count": 2, @@ -16563,18 +16718,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about different Qwen model families and different AutoModel registrations, so they do not appear to be duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "#43684 is the broader, more central request: register Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", + "summary": "These two issues are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They concern different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate exists because the requests are for different underlying capabilities. If one must be selected as the broader representative, issue 43684 is the more general AutoModel registration request.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best anchor for the cluster because it describes a general model-registration gap rather than a narrow task-specific extension.", + "best_issue_reason": "Issue 43684 is the broader, more infrastructure-level request (model registration across AutoModel classes), so it is the better representative of the two, though it does not subsume issue 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. AutoModelForSequenceClassification support for Qwen3.5. They target different model variants and different auto classes." + "reason": "Different Qwen variants and different tasks (model registration vs sequence classification support); not the same underlying bug/change." } ] }, @@ -16611,12 +16766,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "59305e83905e98c0224d80e4260ff9e3b7c6366f67cdd73d61ef0e611c906840", + "prepared_review_unit_hash": "1a5d4a2034f54de62ab9ea1c068043919021c2331656859a108071250096399a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -16624,7 +16779,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -16633,55 +16788,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One unrelated issue ('Fett') and three near-identical but content-poor 'huggingface' issues. There is not enough evidence to confidently merge any pair, though 43845/43846/43859 look like likely duplicate reports.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports, but the bodies are too sparse to prove a single underlying bug.", + "summary": "Issues 43845, 43846, and 43859 appear to be duplicates based on their identical title ('huggingface ') and strong soft-similarity scores. Issue 43835 looks separate because its title is different. I\u2019d keep 43845 as the canonical representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43845 is the earliest among the three near-identical 'huggingface ' issues and is a reasonable canonical representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best representative only because it is earliest among the near-identical 'huggingface' entries; no issue contains enough detail to be a strong canonical source.", + "best_issue_reason": "issue:43845 is the best cluster anchor because it is earliest and matches the other two issues\u2019 identical title pattern with the strongest available similarity evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared context; 'Fett' does not look like the same underlying issue as 'huggingface'." + "reason": "Different title and only weak soft similarity; no concrete evidence they describe the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared context; these do not appear to describe the same bug." + "reason": "Different title and no shared substantive evidence beyond soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared context; no evidence they are the same report." + "reason": "Different title and insufficient evidence to treat as the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same generic title, but the bodies are too sparse to verify the same underlying bug with enough confidence." + "accept": true, + "reason": "Identical title ('huggingface ') and strong soft-similarity score support treating these as duplicates." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." + "accept": true, + "reason": "Identical title ('huggingface ') and substantial similarity make this a plausible duplicate pair." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Repeated generic title suggests duplication, but there is insufficient description to confirm a shared concrete issue." + "accept": true, + "reason": "Identical title ('huggingface ') and strong similarity suggest the same report was filed twice." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is directionally plausible, but the writeup overstates the evidence. In the packet, the only directly supported commonality among 43845/43846/43859 is the identical title 'huggingface ' plus soft-similarity scores; there is no body text to justify a 'title/body pattern' claim. I\u2019d keep the canonical choice conservative, but reject the summary because it attributes more evidence than the packet provides." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16715,88 +16873,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e548b009bbdfa137a648f6a4d3cb0d3718de362a07caf48f5d5574c7795e213c", + "prepared_review_unit_hash": "8fe8787669e27aa012356573f584c822d5f285aa12cd08c774dfcdc53fb5d424", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all low-information, likely spammy issues with no substantive evidence of a shared bug or change. None should be merged as duplicates.", + "summary": "All five issues are spammy or content-free and do not appear to describe the same underlying bug or change. No credible duplicate cluster is present; the soft similarities are superficial only.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 44418 is the least spam-like and most plausible placeholder, but it still lacks concrete bug details, so it is only a weak canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44418 is the best available issue for triage only because it looks like a real documentation request rather than obvious spam.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' placeholders with no concrete bug, target, or description showing the same underlying issue." + "reason": "Both are just '' with no bug or change details; identical filler titles are not evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles are not enough to establish a shared bug or change; no substantive content is available." + "reason": "Both are spam placeholders with no substantive body, so there is no concrete duplicate signal." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and point to different apparent intent; no same underlying issue is shown." + "reason": "One is spam and the other is a generic documentation suggestion; the titles are too vague to indicate the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a 'Check out \"Google LLC\"' post do not indicate the same concrete problem." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated spam-style titles, not the same bug report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated; no shared bug/change is evident." + "reason": "A documentation suggestion and a spam placeholder do not describe the same underlying problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam placeholder are unrelated; not the same underlying issue." + "reason": "The documentation-enhancement title is not enough to link this to a separate spam-only issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same bug or change rather than separate spam posts." + "reason": "Both are identical spam placeholders, but there is no actual issue content to confirm a shared underlying bug." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Two different spam-style issues with no concrete shared code-path, target, or problem statement." + "reason": "The titles are unrelated spam content and do not point to the same defect or request." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No actionable overlap beyond being low-quality posts; they do not describe the same underlying issue." + "reason": "No concrete shared bug/change is visible; these are unrelated low-quality issue titles." } ] }, @@ -16826,12 +16984,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "eb2d9e2530fb24f6314d0c7b7735f9558e68f6497785d290091bfdb59a85ada7", + "prepared_review_unit_hash": "398a6d1c507c11045da6dc4544da6c0431138c7446b3a681d989881385be4505", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16839,7 +16997,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16848,28 +17006,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicate reports of the same energy-reduction request: they have identical titles, similar body lengths, and one has an inbound reference. The evidence is suggestive but not strong enough to call them near-identical with high confidence.", - "confidence": 0.72, - "canonical_issue_reason": "#45145 is the earlier issue and it has the only inbound reference, so it is the better canonical thread for this duplicate pair.", + "summary": "#45145 and #45151 share the same title and have a soft-similarity signal, but the packet does not provide enough evidence to confidently treat them as duplicates. #45145 is the better canonical candidate because it is earlier and has one inbound reference.", + "confidence": 0.7, + "canonical_issue_reason": "#45145 is slightly better established because it was created earlier and has an inbound reference, but the evidence is still only suggestive.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the primary thread because it predates #45151 and already has reference activity.", + "best_issue_reason": "#45145 is the best issue candidate for canonicalization due to earlier creation time and the inbound reference; however, this is a low-to-moderate confidence choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles and broadly similar body sizes make these look like duplicate reports of the same underlying issue, though the available evidence is limited." + "accept": false, + "reason": "Same title and soft similarity are not enough to merge these as duplicates with confidence, especially since deterministic_accept is false and there are no explicit links, shared targets, or other stronger signals." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairing is plausibly a duplicate, but the writeup overstates the evidence. The packet only shows same titles, similar body lengths, one inbound reference vs. none, and a soft-similarity signal (Jaccard ~0.63); it does not establish that the issues are \"near-identical\" or that the bodies are \"highly similar\" with high confidence. The canonical-thread choice is reasonable because #45145 is earlier and has the inbound reference, but the 0.98 confidence and the stronger wording are not sufficiently grounded." + "feedback": "The summary overstates the evidence and the soft-edge verdict is not conservative enough. The packet supports that #45145 and #45151 share the same title and have a soft-similarity signal, but it does not establish that they are duplicates with high confidence. Also, the soft pair is marked deterministic_accept=false, so accepting it is too strong for the available evidence. #45145 having an inbound reference does support it as a candidate canonical issue, but not with the level of certainty stated." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16946,7 +17104,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "407f16963b4284f272418d67d54eb08779542174b13ccb6b48526712a85295ba", + "prepared_review_unit_hash": "0cb0fa5f56090a039902da21f50651351b877feb2d8dfc8d78361d475ba9dc2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16968,18 +17126,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct 4-bit inference bugs: one in Gemma4 audio modules with uint8 weights and torch.finfo(), and one in BitsAndBytesConfig skip-module handling that drops the default lm_head exclusion. They overlap only at a broad quantization/4-bit level, not at the same underlying code path.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are two separate 4-bit inference bugs: one Gemma4/audio uint8-weight `torch.finfo()` failure, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an `AssertionError`.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a broader, configuration-level regression in BitsAndBytesConfig with a clear failure mode and likely wider impact.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the better standalone representative because it describes a concrete, reproducible regression in BitsAndBytesConfig with a clear failure mode; #45672 is a separate Gemma4/audio-module TypeError.", + "best_issue_reason": "Issue #45674 is the best representative for the cluster: it is more general, more actionable, and not tied to a single model family or module.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference issues, but they involve different subsystems and different failure mechanisms: torch.finfo() on uint8 weights versus lm_head exclusion being cleared by llm_int8_skip_modules. They do not look like the same underlying bug." + "reason": "They involve different concrete failures and code paths: a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights versus an `llm_int8_skip_modules` config regression that clears the default `lm_head` exclusion and raises an `AssertionError`. Both are in 4-bit inference, but not the same bug." } ] }, @@ -17009,7 +17167,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "957fc607b2802b02f29f54033622616579148f2c83672ea53c65e781af8699a0", + "prepared_review_unit_hash": "8cf2783795f5dd79bf9085b60bbe6b57682c2d026d6f6664176beef2a482c95d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17031,18 +17189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates: their titles reference different names and different dates, with no shared body, links, or other evidence of a common bug or request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster contains two unrelated, empty issues that look like personal-name/date strings rather than duplicate bug reports. There is no real technical overlap.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the two closed issues are unrelated and contain no shared problem description, only different personal-name/date titles.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate because there is no indication they describe the same underlying problem.", + "best_issue_reason": "Neither issue is a meaningful representative of a bug or feature request; if one must be chosen, issue 45762 is only marginally more generic, but both are effectively non-canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles refer to different people and different birth dates; there is no sign they report the same issue or change request." + "reason": "Different names and dates, no body text, no shared technical context, and no evidence they describe the same underlying issue." } ] }, @@ -17072,7 +17230,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "bda4eaea88d96290ba6067ecfaf5930f07dedf7a562ef5d0bb4fd30fd73a78f3", + "prepared_review_unit_hash": "6b6c049ca1f86ba5e2c8e08cc83287626ec4d957234b3366dc491a0bbd58646c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17094,8 +17252,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two low-information issues with similar surnames and date-like text in the titles, but no evidence they describe the same underlying problem.", - "confidence": 0.96, + "summary": "These two issues do not appear to describe the same bug or request; they are just two separate, title-only records with similar surname/date formatting.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17105,7 +17263,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles mention different full names and different dates; with no body, links, or shared targets, this looks unrelated rather than a duplicate." + "reason": "Title similarity is too weak: both are just personal-name/date strings, with no shared problem statement, body, or explicit linkage indicating duplication." } ] }, @@ -17145,88 +17303,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "7fd500006b505630000aaea932d0eefe46fde0f7c240c673aa86127978955a7e", + "prepared_review_unit_hash": "4a6dfdc44c647a8700f875c1456414efab92735b827f7da041163918c35144a1", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5720, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5720, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two clear duplicate issue pairs on different topics, plus one unrelated dataset-promo issue. Only 45870/45871 and 45872/45873 look like true duplicates; the rest should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue covers the whole cluster because it splits into two unrelated duplicate pairs: 45870/45871 and 45872/45873, with 45869 being a different dataset listing.", + "summary": "This cluster is not one duplicate set; it contains two exact-duplicate issue pairs plus one unrelated dataset promo. The duplicate pairs are 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial wording, not the same underlying request.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits all five items. If one representative must be chosen, 45872 is the strongest candidate because it is the most detailed and substantive of the financial/DataForge issues; 45870/45871 form a separate exact-duplicate pair, and 45869 is unrelated spam/promotional content.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, 45870 is the cleanest exemplar: it is an exact duplicate pair with 45871, appears first, and has the clearest standalone title.", + "best_issue_reason": "45872 is the best issue to keep as the representative for the substantive DataForge financial-time-series topic: it is more detailed than 45870/45871 and clearly distinct from the dataset advertisement in 45869.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." + "reason": "Different artifact types and topics: dataset promotion vs. a DataForge example request. Only broad financial wording overlaps." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact types/content: a dataset bundle listing vs a financial prediction example." + "reason": "Same as above; shared finance vocabulary is not enough to indicate the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparently same underlying financial prediction example; this looks like a duplicate issue." + "reason": "Exact same title and matching body length/content signal they are duplicates of the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + "reason": "Both mention financial DataForge content, but one is an example and the other is a scraper/service request; these look like different requests." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + "reason": "Same reasoning as 45870 vs 45872: similar theme, but not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + "reason": "Different underlying request despite similar financial/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying topic: financial prediction example vs financial time series + scraping service." + "reason": "Different underlying request despite similar financial/DataForge wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and apparently same underlying financial time series + scraping service request; this looks like a duplicate issue." + "reason": "Exact same title and matching body length/content indicate a duplicate issue pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clear duplicate pairs based on identical titles, while 45869 is a different dataset listing. The canonical/clustering conclusions stay conservative and do not overreach beyond the evidence shown." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles, matching body lengths, and jaccard 1.0. The 45869 comparisons are appropriately rejected as only loosely related. Canonical-issue reasoning is also cautious and consistent with the cluster structure." }, "evaluator_used": true, "retried": false, @@ -17286,172 +17444,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "fff86b71094e7d22857ed619d0620b9947e56dd0e78b8f3db5dc4ba0c4f020de", + "prepared_review_unit_hash": "ef19513431aee1673fa960f130a513284f2f4c17e71126e0245bd6f0d9e4f19d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38368, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38370, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38368, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38370, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated PRs spanning different models, docs, and utilities. The only plausible duplicate/overlapping change is the two cross-entropy PRs against `src/transformers/loss/loss_utils.py` targeting issue 43240.", - "confidence": 0.96, + "summary": "The cluster is mostly noisy and spans unrelated PRs. Only the two loss-utils PRs look like true duplicates of the same concrete fix; the rest are broad-subsystem or model-addition false positives.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is the more explicit issue-linked fix for `fixed_cross_entropy` and covers the same concrete code path as the overlapping sibling PR.", + "canonical_pr_reason": "PR #43251 is the best canonical PR: it directly fixes the reported cross-entropy kwargs issue and has the explicit tracking issue link (#43240), while #43254 is a near-duplicate variant of the same change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the strongest representative: it directly targets issue 43240, modifies the same loss helper, and is the clearest standalone fix for the cross-entropy kwargs bug.", + "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate pair because it is the clearest implementation of the fixed_cross_entropy fix and is tied to the issue that motivated it.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs ExecuTorch dynamic-shape test. No shared bug or change." + "reason": "Unrelated changes: new VideoPrism model/docs vs an ExecuTorch dynamic-shape test. Same tracking logic is not present and the code paths do not overlap." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated work: Mistral tokenizer methods vs adding the MobileLLM model." + "reason": "Tokenizer missing-methods fix for Mistral Common is unrelated to adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer utility fix vs ExecuTorch export test; different subsystems and problems." + "reason": "A tokenizer API fix and an ExecuTorch export test are different features with no shared bug or code path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor-loading robustness fixes vs a new model implementation; not the same change." + "reason": "Processor-from-pretrained robustness changes are unrelated to the MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs fix vs conversion/base_model_prefix loading fix; unrelated code paths." + "reason": "Both touch loading/loss utilities only at a very broad level; one fixes cross-entropy kwargs, the other fixes conversion/base_model_prefix behavior. Different bugs." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper fix vs adding MobileLLM; unrelated." + "reason": "Cross-entropy loss kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility change vs Mistral4 test/model updates; not the same bug or patch." + "reason": "Loss utility kwargs fix and Mistral4 test/model changes are separate code paths and separate problems." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch export test vs conversion/loading prefix fix; no overlap beyond general library scope." + "reason": "ExecuTorch dynamic-shape export tests do not address conversion base_model_prefix handling." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export test vs Mistral4 fixes; different features and failure modes." + "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch test and MobileLLM addition are unrelated." + "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs `cls.config` resolution order fix; different underlying issues." + "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated changes." + "reason": "MobileLLM addition and Falcon output-interface refactor are different model workstreams with no shared bug." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM addition vs conversion loading-prefix fix; no shared concrete bug." + "reason": "MobileLLM model addition is unrelated to conversion mapping/base_model_prefix fixes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 test fixes; not the same code-path problem." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are separate model changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs a model-creation skill scaffold; unrelated." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test/model changes vs `layrnorm` renaming across CLIP-like models; different bugs." + "reason": "Mistral4 test/model changes and conversion/base_model_prefix fixes are not the same underlying change." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill content; unrelated." + "reason": "Mistral4 fixes and the layrnorm->layernorm rename are different model families and different bugs." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4-specific fixes vs class config resolution order fix; different problem domains." + "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel integration." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests/model work vs adding a TDT loss kernel; unrelated." + "reason": "Mistral4 fixes and cls.config resolution ordering are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46067", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 changes vs base_model_prefix conversion/loading fix; not the same issue." + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A model addition PR and a model-creation skill PR are not the same artifact or bug fix." + "reason": "MobileLLM model addition and the model-creation skill are not the same artifact or bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same helper (`fixed_cross_entropy`), same target issue 43240, and both add the same missing cross-entropy kwargs support; these could be merged into one PR." + "reason": "Both PRs fix the same concrete loss-path issue in src/transformers/loss/loss_utils.py: adding weight/label_smoothing kwargs to fixed_cross_entropy and forwarding them into nn.functional.cross_entropy. They could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The unrelated-PR rejections match the listed filenames and diffs, and the only accepted overlap is the shared `src/transformers/loss/loss_utils.py` fix for issue 43240, which is a plausible single-bugfix merge. The confidence level is high but still supported by the explicit shared issue target and file." + "feedback": "The summary is grounded in the packet: it correctly identifies 43251/43254 as the only clearly mergeable duplicate-like pair, and the other pairwise rejections stay conservative despite soft similarity. No verdict overstates evidence." }, "evaluator_used": true, "retried": false, @@ -17478,7 +17636,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "b39acfce8f86030ea7aa727bd55de117f0ad47a2f31e72fa353fd357bb882214", + "prepared_review_unit_hash": "fd961ec5b69ea6b2467511f39285f793bb0b8af5a7d056dda3625aed62ee0e67", "component_budget": { "node_count": 2, "item_count": 2, @@ -17500,18 +17658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice pull requests, but not duplicates: one is the original VibeVoice implementation and the other adds a realtime/acoustic-tokenizer extension on top of the same model family.", - "confidence": 0.92, + "summary": "Two related VibeVoice pull requests, but they appear to be separate feature efforts: a general VibeVoice implementation versus a VibeVoice Realtime extension. The overlap is mostly shared model scaffolding, not a single duplicate change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation; PR 42781 is a later, narrower realtime follow-up with additional acoustic-tokenizer and generation changes, so they are related but not the same change.", + "canonical_pr_reason": "PR 40546 is the earlier, non-draft core VibeVoice implementation and is the broader baseline change; PR 42781 is a draft realtime follow-on with additional tokenizer/generation work.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best canonical representative of the cluster because it introduces the base VibeVoice codepath and documentation; 42781 is an extension rather than a duplicate.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the more complete, non-draft implementation and has the broader review/activity signal.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Different concrete scope: 40546 implements VibeVoice itself, while 42781 adds VibeVoice Realtime plus a new acoustic tokenizer and generation tweaks. They share files because the latter builds on the former, but they are not mergeable as one duplicate PR." + "reason": "Not the same concrete change: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and extra tokenizer/generation pieces. Shared files reflect reuse of the same model family, not a single mergeable PR." } ] }, @@ -17541,7 +17699,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6766c14a15193a36d9bc0dab6c98c1f7897419d8c29d145bf98f121a44f79e00", + "prepared_review_unit_hash": "42dd5f3c4b47cee09b9232d5cd732bde7162513f466554c48e55f31cdd84805a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17563,18 +17721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These two PRs are unrelated feature additions in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial at the framework level only, not a shared code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster: it has a focused, concrete feature addition with clear model/auto-classification changes plus tests/docs, whereas #40755 is a broader TimesFM enhancement touching more files but still unrelated to the other PR.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more self-contained and clearly scoped feature PR, but it is not a duplicate of PR 40755 and should not be treated as the cluster representative for deduplication.", + "best_pr_reason": "PR #41224 is the best single PR here because it is narrowly scoped, implementation-driven, and well-scoped to one concrete capability (DINOv3 image classification).", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing features; no evidence they implement the same bug fix or change." + "reason": "Different underlying features for different models and modalities: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same code-path problem and would not be merged into one PR." } ] }, @@ -17669,12 +17827,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "204fce064b5c4fd34f39364af258bcdac4804a64325e0f960021cc4355efd18a", + "prepared_review_unit_hash": "ae04a1abd6121acf94953d1df8225983f1bfe67fb8621f6dc2e541a77c8cf920", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17682,7 +17840,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17691,24 +17849,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformer integration scaffolding, but they do not fix the same underlying code path or represent a mergeable duplicate PR set.", - "confidence": 0.98, + "summary": "These are three separate model-onboarding pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration and docs scaffolding, but they do not appear to fix the same underlying bug or implement the same concrete change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 45630 is the strongest candidate because it has the most review activity and the most complete model-stack integration among the three.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "45630 is the best overall representative of the cluster as a model-addition PR, but it is still distinct from the others and not a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations with different files, configs, and processing/modeling code; shared auto-registration scaffolding is not enough to treat them as the same change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registry/docs files are generic onboarding plumbing, not evidence of the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac vs Kimi2-6 are distinct model additions, not the same bug fix or code-path change, so they should not be merged as duplicates." + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar Transformers auto-registration code, but they are separate model integrations with different code paths and tests." } ] }, @@ -17738,7 +17896,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "949e9679e9e6e402e8929648f1eacbf73ea85d7829e9b43fd2039573d3d43b7a", + "prepared_review_unit_hash": "c36a52303d5aff3720397bb6263bf80de70500c895e02f34f9e28b90b082e707", "component_budget": { "node_count": 2, "item_count": 2, @@ -17760,18 +17918,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps Docker build-push action versions. They are related at the theme level but not the same underlying change.", - "confidence": 0.89, + "summary": "Two separate workflow-dependency update PRs: one targets GitHub Actions Node 24 compatibility, the other bumps Docker build actions and related workflow actions. They overlap in GitHub Actions files but do not fix the same underlying issue.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more central workflow-action upgrade covering multiple commonly used actions; it best represents the cluster topic if one PR must be picked.", + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it has a focused, concrete purpose (Node 24 compatibility) and updates a broad set of workflow actions consistently around that compatibility goal.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative because it targets the main GitHub Actions runtime-compatibility refresh across many workflows, while PR 42976 is a narrower Docker-action version bump.", + "best_pr_reason": "PR 42975 is the best representative of the cluster because its change is more clearly scoped and coherent, while PR 42976 is a separate version-bump effort centered on Docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different action families and fix surfaces: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action. Same broad maintenance theme, but not the same concrete code-path problem and not a single likely mergeable PR." + "reason": "Both are workflow maintenance PRs, but they update different action families for different reasons: Node 24 compatibility versus latest-version bumps for docker/build-push-action and a few related actions. They could be separate PRs and are not the same concrete fix." } ] }, @@ -17808,7 +17966,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "d6e071d4fb1b0f118e83625fdf7449c7ee91418c374019bf1ba1fbc2d88d8ac3", + "prepared_review_unit_hash": "549dab0e253a1c05b17b7694508ed7fa272374ef2a3e0f7a42bb81b05e16da4e", "component_budget": { "node_count": 4, "item_count": 4, @@ -17830,48 +17988,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, and CTSM), not duplicate fixes or the same underlying change. The only superficial overlap is boilerplate integration work in shared transformer/docs files.", + "summary": "The cluster is a set of unrelated new-model addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic integration scaffolding, but they are not the same underlying bug or change, so none should be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster because the PRs target different models and code paths; they are related only by similar integration scaffolding.", + "canonical_pr_reason": "No canonical duplicate PR: these are distinct model additions rather than competing fixes for the same code path.", "best_issue_reason": null, - "best_pr_reason": "43451 is the broadest and most substantial representative by diff size and review activity, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", + "best_pr_reason": "43451 is the most feature-complete and review-heavy PR, so it is the best representative only if one must be picked from this unrelated set.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic integration work, not the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same fix or code path." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model implementations with separate files and behavior; no same underlying code-path problem." + "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is only in shared framework files, so this is not a duplicate PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are completely different models in different domains; shared framework files are incidental." + "reason": "Different model additions: ViT NEPA vs CTSM. They touch separate model implementations and are not mergeable as one change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are different model families with different feature sets and file sets; not plausibly mergeable as one PR." + "reason": "Molmo and Molmo2 are separate model families with different model, processor, and tests; similar naming and shared integration files are not enough for duplication." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated additions touching different code paths." + "reason": "Molmo vs CTSM are unrelated model integrations. The shared auto/docs plumbing is incidental and does not indicate the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model integrations with no shared underlying bug or change beyond common registry/doc updates." + "reason": "Molmo2 and CTSM are distinct model additions with different implementation surfaces and no shared concrete bug or feature." } ] }, @@ -17906,58 +18064,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "5f271cb753ae59f1fb822a4427684790cbf2aabd2c26dceff94c47615bc6b130", + "prepared_review_unit_hash": "4da10978028272ab0cd836f6f3c7ab860398ee7ed1faae806b7696434288bb56", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9390, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9390, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four PRs are not duplicates of one another. They cover separate areas: Whisper decoding/tests, unrelated CLIP/ViT test edits, an FP8 dequant/loading fix, and an FSDP tied-weights cleanup. The only apparent commonality is generic \u201cfix\u201d wording and test changes, not the same underlying bug or mergeable change set.", - "confidence": 0.91, + "summary": "These four PRs are not duplicates; they target different subsystems and code paths. The only clear representative of a real fix is the FP8/dequant PR, but it does not match the Whisper, CLIP/ViT test, or FSDP changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best representative because it contains a concrete implementation fix in core loading/FP8 code, with a specific technical bug path and associated test coverage, unlike the test-only or vague title-only PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone PR in this cluster: it addresses a specific runtime/code-path problem, touches the relevant implementation files, and is the least ambiguous of the set.", + "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains a concrete implementation fix across loading/FP8 code, while the others are either unrelated test edits or a separate distributed/FSDP change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are labeled as fixes, but they target different model test areas and different code paths. 43291 is about Whisper tokenization/timestamp decoding; 43665 is just adding failing asserts in CLIP/ViT tests. Not the same underlying bug." + "reason": "Different targets: Whisper tokenizer/test cleanup versus CLIP/ViT test-only edits with placeholder assertions. Not the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test changes and FP8 dequant/core-loading changes are unrelated subsystems and problems. They do not appear mergeable into one PR or to fix the same bug." + "reason": "Whisper decoding/test fix and FP8 dequant/loading changes are unrelated subsystems with different code paths and failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "43665 is test-only noise across CLIP/ViT, while 46102 changes FSDP implementation and tied-weights handling. Different subsystem, different failure mode, not a duplicate." + "reason": "The CLIP/ViT test placeholders do not match the FSDP tied-weights/distributed-loading change; they are not plausibly one merged PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The shared signal is only the generic title and test edits. 43665 is not a real code fix for the FP8/loading path in 44815, so they should not be clustered together." + "reason": "Test-only edits in CLIP/ViT are not the same underlying fix as the dequant/FP8 model-loading change, despite superficial similarity." } ] }, @@ -17994,12 +18152,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "a678e9d2fa13ff8230cc5e870ed2cdcc8152810d92020365eb3d0793b85cd5db", + "prepared_review_unit_hash": "c875185ce4fe987fa45d12531ce21db8645c55bd9ae5c1c7e85121fe62ea9008", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, + "serialized_chars": 11338, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18007,7 +18165,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, + "serialized_chars": 11338, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18016,51 +18174,51 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated synthetic \"do not merge\" PRs. The only clear duplicate pair is the two ViT test-migration PRs with the same exact diff; the other same-file overlaps are different changes and should not be merged together.", - "confidence": 0.89, + "summary": "This cluster is mostly duplicate-triage noise, with one true duplicate pair: PR #46100 and PR #46114 have the same ViT test diff. The other pairs do not look like the same concrete change, and the 45932/46100 pair has no shared filenames in the packet.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleaner canonical representative of the duplicate ViT test-migration change: it is the earlier, simpler version of the same exact diff, while 46114 is a forked follow-up copy.", + "canonical_pr_reason": "PR #46100 is the cleanest canonical representative of the duplicate ViT test-migration change: it has the same exact diff as #46114, stays focused on the test file, and avoids the extra OTEL/fork context in #46114.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best overall representative because it is a minimal, self-contained test-migration PR with the same concrete change as 46114 and less extra framing.", + "best_pr_reason": "PR #46100 is the best global representative because it is the most direct, minimal version of the shared duplicated change and matches #46114 exactly.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Same test file overlap only; the diffs and stated purposes are different (repo-bot format check vs forked OTEL migration test)." + "reason": "They both touch tests/models/vit/test_modeling_vit.py, but #43488 is a setup/version/dependency change while #46114 is a small ViT test-migration diff; the packet does not support the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different fake PRs with unrelated workflow/test changes; shared ViT test filename is incidental." + "reason": "Both are '[don't merge]' PRs, but the modified files and diffs are different: #43488 changes setup.py and dependency table files, while #43532 changes workflow files and testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both touch the ViT test file, but the surrounding changes and intent differ substantially; not the same underlying bug/change." + "reason": "They share a ViT test file, but #43532 is a broad workflow/testing-infra PR and #46114 is a tiny test-only change; they are not the same concrete code-path fix." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "These are unrelated PRs: 45932 changes multiple model/workflow files for grafana/OTEL testing, while 46100 is a tiny ViT test migration stub." + "reason": "The packet shows no shared filenames for this pair. #45932 touches workflows and multiple model files, while #46100 changes only tests/models/vit/test_modeling_vit.py, so they are not the same underlying change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "Same exact ViT test-file diff and the titles indicate the same test-migration exercise; 46114 is a forked copy of 46100." + "reason": "These appear to be the same PR content: both have the identical diff in tests/models/vit/test_modeling_vit.py, so they are duplicative and mergeable as one change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet. The only clearly duplicate/mergeable pair is 46100 and 46114, which share the same ViT test-file diff; the other same-file overlaps are accompanied by different surrounding changes and do not look like the same bugfix. The conservative false rejections are reasonable, and the representative PR choice is supported by the smaller, cleaner diff." + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, and the 46100/46114 duplicate call is supported by the identical diff previews. However, one soft-edge reason is not precise: for 45932 vs 46100, the packet shows no shared filenames at all, so saying they \"share only a ViT test file\" is not supported. Please correct that pair-level rationale and keep the verdict grounded strictly in the packet evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18084,40 +18242,40 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "01220a0aca5f94a90d144337b681d9259ee9858fe3c8327c24e682197eb60cd2", + "prepared_review_unit_hash": "9874855af5028e8c5a3da808546914e2d83631ebd9149fcbbed55c832eb9cd70", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 6080, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 6080, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding and docs but implement different task-specific code paths, models, and tests, so they are not duplicates.", - "confidence": 0.96, + "summary": "Two open PRs add separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share boilerplate/docs infrastructure, but they target different features and code paths, so they should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication: these are separate feature additions for different segmentation tasks, with different pipeline modules and model/test coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more representative pipeline addition in this cluster, with more model integrations and test coverage; however, it is still distinct from PR 43612.", + "best_pr_reason": "PR 43613 is the broader, more central submission in this pair, since it covers multiple segmentation backends and tracker integrations. It is still not a duplicate of 43612 because the feature scope is different.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/infrastructure and pipeline naming, but the changed pipeline modules, model files, and tests indicate separate code paths and task semantics, so they should not be merged as duplicates." + "reason": "The PRs implement different pipelines and feature surfaces: concept segmentation vs visual segmentation. Overlapping docs, registry, and test scaffolding is not enough to merge them as the same change." } ] }, @@ -18147,7 +18305,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d098525abc53149918a2309e39d58f9c7e83a081e3edab6f8ba96237350faabd", + "prepared_review_unit_hash": "d93d9ba69f1124df6807987cad632fc2a2b8c7b03cc388e9426a46ccf00d1fb6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18169,18 +18327,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs share the same file and a loose customization theme, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two separate trainer extensibility PRs in the same file, but they change different code paths: gradient-accumulation loss scaling vs. signature-column filtering. Not a duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the stronger canonical representative because it makes a concrete training-step behavior change with a clear extension point, while PR 43663 is a separate Trainer refactor around input column filtering.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best standalone candidate for this cluster: it addresses a specific bug/behavior in loss scaling and is more clearly a mergeable, user-facing fix than the unrelated signature-column hook in 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different problems: 43651 changes gradient accumulation loss normalization, while 43663 adds a hook for model signature column filtering. Same file/subsystem is not enough to treat them as the same PR." + "reason": "Different underlying changes in Trainer: 43651 alters GA loss scaling behavior, while 43663 extracts signature-column logic for column filtering. They are not the same fix and wouldn\u2019t be merged as one PR." } ] }, @@ -18210,12 +18368,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "63133363279516d7220e8844b77b50a94b01430a1e7dac3883d2a0a9d8cfdf72", + "prepared_review_unit_hash": "c8e5d75471fc9c4b5a1ecff6fdb90e92bdca026617eb27d04b6f42c10c4f4eb8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18223,7 +18381,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18232,18 +18390,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CLI typing fixes in the same file, but they address different runtime failures and different issue targets. They should not be treated as duplicates or merged into one PR.", - "confidence": 0.91, + "summary": "Two open PRs touch the same CLI serve file and both mention NameError, but they fix different typing/runtime-import problems with different code paths and scopes. They are related, not duplicates.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearer canonical representative: it directly addresses the documented TypeAdapter NameError by importing TypeAdapter only for type checking and quoting the annotation.", + "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the TypeAdapter NameError when pydantic is absent, with an explicit target issue and minimal runtime-impacting change.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest standalone fix because its diff directly matches the reported failure mode and narrowly addresses the runtime NameError when pydantic is absent.", + "best_pr_reason": "PR #43842 best represents the cluster because it addresses the concrete TypeAdapter import/annotation failure directly, whereas #43656 appears to be a broader typing cleanup in the same file.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and broad typing area, but different concrete fixes: 43656 is a general annotations/future-import cleanup tied to issue 43576, while 43842 specifically guards TypeAdapter for missing pydantic. They are not the same underlying bug." + "reason": "Both edit src/transformers/cli/serve.py, but #43656 changes model/processor type annotations and __future__ import, while #43842 specifically fixes TypeAdapter resolution when pydantic is not installed. Different underlying bugs and not plausibly one merged PR." } ] }, @@ -18436,12 +18594,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "b0618915bc037f0486798ef0fcf327148b2d08b7e7d54ba03c034b5c5336755e", + "prepared_review_unit_hash": "a36bcab1617f8c3c81fb2cbf8a80c53bd8a3ab630ee64be1f1405bf44164f956", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84501, + "serialized_chars": 84504, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18449,327 +18607,435 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate per-model output-tracing refactors that happen to share the same umbrella issue, not one duplicate PR set. The only clear duplicates are the GPT-Neo revisions and the GPT-J/CodeGen revisions.", - "confidence": 0.87, + "summary": "This cluster is mostly a wave of model-specific output-tracing refactors, not one single duplicate change. Only a few same-model follow-ups look mergeable; most other pairs share only the broad tracking theme.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the latest, most consolidated GPT-J/CodeGen output-tracing refactor and explicitly targets the shared issue, making it the cleanest representative of the duplicated change set.", + "canonical_pr_reason": "44722 is the broadest and latest PR in the GPT-J/CodeGen output-tracing refactor chain, so it best represents the cluster\u2019s most concrete duplicate set.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44722 is the strongest representative PR: it covers the same concrete GPT-J/CodeGen output-tracing code path as the related duplicates and appears to be the most complete revision.", + "best_pr_reason": "44722 most clearly captures the shared standardized-decorator refactor while also spanning the widest concrete scope among the true same-model overlaps.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same tracking issue alone is not enough." + "reason": "Different models and code paths; the overlap is only the generic output-tracing theme." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families (CVT/FNet vs DeBERTa); not the same underlying change." + "reason": "CVT/FNet vs DeBERTa are unrelated implementations; shared tracking issue is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file; 44066 also includes the CodeGen companion change, so these are the same underlying change set." + "reason": "Both are GPT-J output-tracing refactors in the same file path; 44085 looks like a narrower iteration of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and implementations; shared umbrella issue does not make these duplicates." + "reason": "RegNet/ResNet work vs EfficientNet are different model refactors, not one concrete duplicate." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different model change." + "reason": "GPT-J/CodeGen vs EfficientNet; same umbrella topic only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different models and code paths." + "reason": "GPT-J/CodeGen and MGP-STR are different concrete implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; not the same concrete refactor." + "reason": "GPT-J/CodeGen vs MPT; too broad to merge as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file; looks like a revised/duplicated version of the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file; 44068 reads like a follow-up revision." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model changes." + "reason": "GPT-Neo vs GPT-J/CodeGen are separate refactors, even if both are standardized output tracing." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not the same underlying bug/change." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing are not the same concrete change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are unrelated implementations." + "reason": "MGP-STR and GPT-J/CodeGen touch different model internals." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model code paths." + "reason": "ResNet and GPT-J are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; same umbrella effort, but not duplicate artifacts." + "reason": "GPT-Neo and ResNet are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated refactors." + "reason": "ResNet vs MPT; shared output-tracing theme is too broad." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo and Flaubert are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model implementations." + "reason": "MPT and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying change." + "reason": "GPT-Neo vs Flaubert; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated refactors." + "reason": "GPT-Neo and MGP-STR are different models." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; shared issue target only." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; not duplicates." + "reason": "MPT and MGP-STR are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR are unrelated model refactors." + "reason": "GPT2 and MGP-STR are unrelated refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same meta-pattern but different concrete code paths." + "reason": "GPT-J and MGP-STR are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model changes." + "reason": "ViLT and Flaubert/XLM are not the same underlying change." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model refactors." + "reason": "GPT2 output tracing vs GPT-J/CodeGen output tracing are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated implementations." + "reason": "GPT-Neo vs MPT; same subsystem theme only." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different model code paths." + "reason": "SegFormer and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; same umbrella issue does not imply duplication." + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different concrete implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + "reason": "TextNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate model changes." + "reason": "MPNet and LongT5 are different models, despite similar refactor style." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs VisualBert; different concrete changes." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and Segformer are separate model refactors." + "reason": "RegNet and LongT5 are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different models and fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are not the same underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPT vs SpeechT5; not the same underlying bug/change." + "reason": "GPT2 and MPT are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "SqueezeBert and MPT are unrelated models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; different model code paths." + "reason": "SqueezeBert and VisualBert are different implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs DeBERTa are separate refactors." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet; not duplicates." + "reason": "RegNet and TextNet are different models." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "FocalNet and ImageGPT are different model changes." + "reason": "DeBERTa and TextNet are different models." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the later consolidated version of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor, with 44722 as the broader later iteration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and appear to be alternate revisions of the same refactor." + "reason": "Both target GPT-J output tracing; 44722 expands the same refactor to CodeGen and looks like the superseding version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; only the shared umbrella issue matches." + "reason": "GPT-J and SpeechT5 are unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR; different model families." + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5 are separate model refactors." + "reason": "DeBERTa and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model implementations." + "reason": "DeBERTa and ViTS are unrelated model refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; not the same underlying change." + "reason": "FocalNet and ImageGPT are different model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate calls are limited to clearly matching GPT-Neo revisions and GPT-J/CodeGen revisions, while the rest are correctly treated as different model/code paths that only share the umbrella issue." + "feedback": "The summary is grounded in the packet. The accepted soft edges are conservative same-model follow-ups (GPT-J/CodeGen and GPT-Neo) that look mergeable into a single bugfix PR, while the rejected pairs mostly span unrelated model families or only share the broad output-tracing theme. No obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -18804,12 +19070,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "309ed11e6dac0b092676113c04212bebf4a71d034b03dc97ff1ad13707b89fd5", + "prepared_review_unit_hash": "e6439e31e61e84060a34e43fa4dac4bb5aa1741d684235dd61e3308e7e05ddb1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84501, + "serialized_chars": 84504, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18817,51 +19083,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are not duplicate PRs; they are separate per-model refactors to standardized output tracing across different code paths. The cluster is thematically related, but each PR touches a different model implementation, so they should not be merged together as one change.", - "confidence": 0.95, + "summary": "These PRs are all model-specific refactors to the new standardized output tracing/capture machinery, but they do not appear to be duplicates of one another because each targets a different model implementation and code path.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the clearest representative because it has an explicit issue target and a more complete SpeechT5-specific output-tracing refactor, while the others are independent model migrations.", + "canonical_pr_reason": "PR 44073 is a clean, representative example of the output-tracing migration pattern: the title is explicit, the diff introduces the standardized capture helpers, and it updates a single model implementation without extra cross-cutting scope.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR in this set: it is well-scoped, tied to issue 43979, and clearly demonstrates the standardized output capture refactor pattern.", + "best_pr_reason": "PR 44129 is the strongest standalone change candidate because it has an explicit issue target and a focused SpeechT5-specific output-tracing refactor, making it the most clearly grounded in a concrete change request.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and different forward paths (VisualBert vs TextNet); they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and touch different code paths, so they are not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad refactor theme, but MPNet and VisualBert are distinct model implementations with different code paths and no shared bug/change." + "reason": "Same general refactor theme, but MPNet and VisualBert are separate model implementations with distinct output-capture wiring." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific refactors in MPNet and TextNet; they do not look like one mergeable fix." + "reason": "These are parallel model migrations to the same utility pattern, not one concrete bug fix or mergeable duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files; the similarity is only that both migrate output handling, not that they fix the same concrete issue." + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; the shared output-tracing motif is too broad to treat as a duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both change output handling, but they target different architectures and code paths (SqueezeBert vs SpeechT5), so they are not duplicates." + "reason": "Although both migrate output handling, they target different models and code paths (SqueezeBert vs SpeechT5), so they are not duplicates." } ] }, @@ -18947,298 +19213,328 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "7d1396f0a988d58ea725d000d88627d4cd176a8bd80e653e36d28b7170fe7b3c", + "prepared_review_unit_hash": "deea2914c487a95646f246be8ef9450fd211268f03e65c358b6195422d00812a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43768, - "estimated_input_tokens": 10942, - "estimated_eval_tokens": 22140 + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43768, - "estimated_input_tokens": 10942, - "estimated_eval_tokens": 22140 + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-specific output-tracing refactors that share a theme but not a single duplicate change; the docs PR is unrelated.", - "confidence": 0.79, + "summary": "These are mostly separate, model-specific output-tracing refactors that share a theme but not the same concrete bug or change. One unrelated docs toctree fix is also present. No soft edge looks mergeable as a duplicate PR pair.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest concrete code change in the cluster, spanning both `mamba` and `falcon_mamba` and adding the tracing/capture plumbing, so it is the best representative of the overall theme.", + "canonical_pr_reason": "PR 44003 is the best representative: it has the broadest concrete output-tracing change, spans both Mamba and FalconMamba, and introduces the reusable capture/recording machinery rather than a one-off decorator tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 has the most substantial implementation surface and is the clearest stand-in for this output-tracing refactor cluster.", + "best_pr_reason": "PR 44003 is the strongest standalone candidate because it touches multiple closely related implementations and contains the clearest, most substantial output-tracing refactor in the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model backbones (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete change." + "reason": "Different model families and code paths (timm_backbone vs upernet); same refactor theme, but not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model codepaths (`timm_backbone` vs `vision_text_dual_encoder`); not one duplicate bug or fix." + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); similar output-tracing cleanup, not one duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; both are tracing refactors, but not the same change." + "reason": "Different models (timm_backbone vs univnet); separate refactors, not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; no single shared code-path problem." + "reason": "Different model stacks and implementation patterns; one is a small backbone refactor, the other is a broader Mamba/FalconMamba change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated models; not a duplicate PR." + "reason": "Different models (timm_backbone vs rwkv); same general tracing theme, but unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "The docs toctree edit is unrelated to model output tracing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are different model families; similar refactor pattern only." + "reason": "Different model families (mobilenet_v1 vs univnet); parallel refactors, not the same underlying bug." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These touch different model codepaths and are not the same underlying fix." + "reason": "Different models (mobilenet_v1 vs upernet); not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`), so not one mergeable duplicate." + "reason": "Different model groups (mobilenet_v1 vs depth_anything/prompt_depth_anything); similar cleanup pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate model wrappers; same general tracing work, but not the same concrete change." + "reason": "Different architectures (mobilenet_v1 vs vision_encoder_decoder); not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and files; too broad to treat as duplicates." + "reason": "Different architectures (mobilenet_v1 vs speech_encoder_decoder); same theme, different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` vs `univnet`; same theme, different implementation targets." + "reason": "Different model families (vision_text_dual_encoder vs univnet); not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model codepaths; no shared concrete bug/fix." + "reason": "Different models (vision_text_dual_encoder vs upernet); separate refactors." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; not the same underlying change." + "reason": "Different stacks and refactor styles; not one concrete code-path fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These are model-specific tracing refactors in different architectures, not duplicates." + "reason": "Different model families (vision_text_dual_encoder vs depth_anything); same tooling theme only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations." + "reason": "Different models (univnet vs upernet); not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete code-path problem; only a broad output-tracing theme." + "reason": "Different code paths and model families (univnet vs Mamba/FalconMamba); not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; not plausibly one combined PR for the same bug." + "reason": "Different model groups (univnet vs depth_anything/prompt_depth_anything); only the refactor pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Different architectures (univnet vs vision_encoder_decoder); unrelated implementation changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and fixes (upernet vs Mamba/FalconMamba); not the same underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (upernet vs codegen); same output-tracing idea, but separate PRs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated implementations; reject as duplicate." + "reason": "Different models (upernet vs rwkv); not one concrete bug/change." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:46106", "accept": false, - "reason": "Separate model-specific refactors; not the same fix." + "reason": "The docs toctree update is unrelated to model tracing code." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `superpoint`; different codepaths and model families." + "reason": "Different models (mamba/falcon_mamba vs superpoint); parallel output-tracing refactors, not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` vs `codegen`; broad tracing refactor theme only." + "reason": "Different models and APIs (Mamba/FalconMamba vs codegen); not the same code-path fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; not a duplicate." + "reason": "Different models (timm_backbone vs codegen); similar refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; same subsystem theme is not enough." + "reason": "Different models (univnet vs codegen); not mergeable as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "These are distinct model-specific refactors, not one underlying change." + "reason": "Different models (upernet vs codegen); same tooling pattern, different implementation." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (vision_text_dual_encoder vs codegen); not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate codepaths; same refactor pattern only." + "reason": "Different model families (depth_anything/prompt_depth_anything vs vision_encoder_decoder); not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and files; not the same concrete issue." + "reason": "Different model families (depth_anything/prompt_depth_anything vs speech_encoder_decoder); separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint` are unrelated implementations." + "reason": "Different models (depth_anything/prompt_depth_anything vs superpoint); same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model architectures; not mergeable as one duplicate PR." + "reason": "Different models (depth_anything/prompt_depth_anything vs rwkv); not the same concrete code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are distinct model codepaths." + "reason": "Different models (depth_anything/prompt_depth_anything vs DPR); parallel changes, not one fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; not the same fix." + "reason": "Different architectures (vision_encoder_decoder vs rwkv); not the same underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but vision and speech are different concrete codepaths; too broad to merge as duplicates." + "reason": "Vision vs speech encoder-decoder wrappers are distinct code paths; similar change style only." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and implementation details; not one bug/change." + "reason": "Different models (vision_encoder_decoder vs superpoint); not duplicate PRs." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate model implementations." + "reason": "Different models (vision_encoder_decoder vs DPR); same refactor theme, different implementation." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated codepaths." + "reason": "Different models (speech_encoder_decoder vs superpoint); not the same concrete change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; similar tracing cleanup only." + "reason": "Different models (speech_encoder_decoder vs rwkv); unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are not the same concrete change." + "reason": "Different models (speech_encoder_decoder vs DPR); not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model implementations." + "reason": "Different models (superpoint vs rwkv); same theme only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and codepaths; not a duplicate triage match." + "reason": "Different models (superpoint vs DPR); not a duplicate change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model-specific refactors, not one underlying fix." + "reason": "Different models (rwkv vs DPR); not the same underlying fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "`speech_encoder_decoder` tracing refactor vs a docs toctree edit; completely unrelated." + "reason": "Speech encoder-decoder refactor is unrelated to the docs toctree change." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Model code change vs documentation navigation cleanup; not related." + "reason": "Vision encoder-decoder refactor is unrelated to the docs toctree change." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "`univnet` model refactor and docs-only toctree change are unrelated." + "reason": "UnivNet output tracing and a docs toctree edit are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "`upernet` code change vs docs toctree cleanup; no shared bug or fix." + "reason": "UperNet output tracing and a docs toctree edit are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "`timm_backbone` tracing refactor and docs-only navigation change are unrelated." + "reason": "Timm backbone output tracing and a docs toctree edit are unrelated." } ] }, @@ -19271,52 +19567,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "8ea83b351cd867b803b28ce89441d0f63acbf5d600e281f9f393312d326532b5", + "prepared_review_unit_hash": "1f573fb2b7178cefc857b82770a81aa7fe97fe264d64e20de81653b9644798d9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs, each adding a different model integration (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Hugging Face boilerplate around docs and auto-registration, not the same underlying change.", + "summary": "All three pull requests are separate model additions for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some boilerplate integration files, but they do not describe the same bug or the same concrete code-path fix, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct model-addition efforts for different architectures and codepaths, not duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a strong cluster representative beyond generic model-implementation boilerplate; the substantive work is different in each case.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families (PenguinVL vs Voxtral TTS). Shared docs/auto-mapping files are just boilerplate, not the same bug or change." + "reason": "Different model integrations with distinct architectures and objectives; shared auto-registration/docs boilerplate is not enough to indicate the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different integrations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to generic model-registration scaffolding, so they should not be merged as duplicates." + "reason": "Separate new models (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and model code; they are not the same fix 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 implementations and tests; only superficial framework files overlap." + "reason": "Distinct model families and code paths; overlap is limited to standard Transformers plumbing, so these are not duplicates." } ] }, @@ -19346,12 +19642,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e4a14562932ebbd4ee3dcdc19835f5eaed9ef07be67964fbffa491e4a20a7680", + "prepared_review_unit_hash": "bd0d95fc36e1d4504dbdc7b060007773a82abfa434fcb3386d6a6ee69bfa013e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19359,7 +19655,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19368,18 +19664,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related feature work in the fusion/kernels area, but these PRs implement different abstractions and code paths: one introduces a general module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and an example.", - "confidence": 0.88, + "summary": "These two PRs are related by the general theme of fusion, but they target different layers: #44979 adds a new module-fusion API and abstractions, while #45363 implements a specific n-to-1 kernel-fusion workflow via KernelConfig and model loading changes. They are not the same underlying change and would not plausibly be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, user-facing fusion change and is broader in scope across model loading/integration; PR #44979 is a separate foundational API rather than the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it adds an end-to-end kernel-fusion feature with integration points and example usage, whereas #44979 is a distinct API-layer addition.", + "best_pr_reason": "#44979 is the broader foundational PR and the better representative of the fusion API work, but it is still distinct from the concrete KernelConfig-based kernel fusion implementation in #45363.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same general fusion theme, but not the same underlying bug or change: #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They target different layers and would not plausibly be merged into one PR." + "reason": "Both mention fusion, but #44979 introduces a new module fusion API and test coverage, whereas #45363 wires up kernel fusion through KernelConfig and integration/model-loading changes. Different code paths, different scope, not the same fix/change." } ] }, @@ -19409,7 +19705,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ca0e6093b4eda5b9fdefebdca28e49e89b85f67768d9f4c18f9b9c787b94ff85", + "prepared_review_unit_hash": "9acadbd1ed11a88f4bb318161336cab27b0bdb600f83fbc825d0fa6a6f31e749", "component_budget": { "node_count": 2, "item_count": 2, @@ -19431,18 +19727,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same _patch_mistral_regex AttributeError in the Mistral tokenizer path, with the same code change in the same file; 45317 appears to be the more complete patch because it adds tests as well.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the stronger canonical PR because it implements the same fix as 45086 and also adds a test file, making it the more complete merge candidate.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR for the cluster: same underlying bug fix as 45086, same target issue, and it includes tests in addition to the code change.", + "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file and target the same issue, with 45317 appearing to be the fuller follow-up due to added tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs and represents the underlying problem being fixed.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it covers the same fix as 45086 and also includes test coverage, making it the more complete change.", + "best_issue_reason": "45081 is the best issue anchor since both PRs explicitly link to it and their titles/diffs match that bug.", + "best_pr_reason": "45317 is the best PR candidate because it implements the same fix as 45086 with additional validation/tests and clearer final form.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same AttributeError fix in _patch_mistral_regex, same changed code path in src/transformers/tokenization_utils_tokenizers.py, and the diff preview matches; 45317 just adds tests on top." + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py with the same explicit issue target; the second PR is a superset with tests, so they are duplicate changes." } ] }, @@ -19472,7 +19768,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d88fa6d0dbb00e81e4daaa865644150640c387d9b0cec3c0c1d144d85e5b8a4f", + "prepared_review_unit_hash": "17bfa9c768a3bf57c3732ddd3dfc55a5a5ea2b8425389512eaa1009b5e5446e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19494,18 +19790,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH, but they target different changes: one refactors conversion/mapping and inheritance plumbing, while the other introduces proper NemotronH dense/sparse model variants plus docs/tests. They are not duplicates.", - "confidence": 0.89, + "summary": "Two open NemotronH PRs share some files and subsystem scope, but they are not duplicates: one is a focused refactor/conversion-mapping/inheritance change, the other is a broader model split into NemotronH Dense/Sparse plus docs/tests and auto-mapping updates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, user-facing implementation change: it adds the new NemotronH dense/sparse model variants, updates auto-mapping/docs, and includes test coverage. PR 45115 is a narrower refactor focused on conversion mappings and inheritance wiring.", + "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of the NemotronH split and is the better umbrella change; #45115 is a narrower refactor around inheritance and checkpoint conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster because it appears to deliver the complete functional model split and documentation update, whereas PR 45115 is an internal conversion/refactor change that does not cover the same end-user behavior.", + "best_pr_reason": "PR #45569 is the best representative because it covers the main functional evolution (NemotronH, Dense, Sparse, docs, auto/model registrations), while #45115 is a supporting refactor with a different scope.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both mention NemotronH and share a few model files, but the changes are different: 45115 is about checkpoint conversion and class/inheritance refactoring, while 45569 adds dense/sparse variants, docs, and tests. They do not look like the same concrete code-path fix and would not plausibly merge into one PR as duplicates." + "reason": "They overlap in NemotronH internals, but #45115 is about refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings, while #45569 creates/updates NemotronH Dense and Sparse model variants, docs, and tests. They do not look like the same underlying bug/change and would not plausibly merge into one PR." } ] }, @@ -19535,12 +19831,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ac534cf37fae6c6930b71cf7c15a517bc4850d07c92fb58889cece4b1ea2fc7f", + "prepared_review_unit_hash": "e30db57fa0622cb281b4fa7bbfe3b34ea88bffc6a8e00395942b2662806df628", "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 }, @@ -19548,7 +19844,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19557,18 +19853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs propose adjacent heterogeneous-model work: one adds per-layer config support, the other adds broader heterogeneous modeling/cache integration. They overlap in the new heterogeneity infrastructure but are not the same concrete change.", - "confidence": 0.84, + "summary": "These are related but distinct feature PRs: one adds the heterogeneous per-layer configuration API, and the other adds model/cache support that consumes that API. They do not look like duplicates of the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the larger end-to-end heterogeneous model support path, including config, cache handling, masking, and model-side integration, while #45333 is a narrower config-only foundation.", + "canonical_pr_reason": "PR 45333 is the more foundational change: it introduces the per-layer heterogeneous config machinery that PR 45332 builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest representative of the cluster since it is the most complete and user-facing change; #45333 looks like a smaller prerequisite/adjacent piece rather than a duplicate of the same fix.", + "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core API and helper infrastructure for heterogeneous configs.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related heterogeneous-config work, but not the same underlying bug/change. #45333 adds per-layer configuration support, while #45332 extends that into broader heterogeneous model/cache/masking behavior; they could coexist, but are not mergeable as one duplicate PR." + "reason": "Related feature work, but not the same underlying change. 45333 adds heterogeneous config support; 45332 adds model/cache/modeling integration that would consume that support." } ] }, @@ -19598,7 +19894,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "1012a36e7fc028d9f08680a7a87b1f506d970e9f39bc056c4bf965b71cae69e3", + "prepared_review_unit_hash": "081cf5498bdc6cdaffa2679aedee0ac46f44fb8609b056994192e5981556fd6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19620,18 +19916,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused PRs, but they are not duplicates: one is a broad repo-wide type-checking sweep, the other adds shared typing protocols and targeted fixes around modeling_utils/PEFT. Similarity is mostly superficial.", - "confidence": 0.9, + "summary": "Both items are typing-focused PRs in the transformers repo, but they are not the same change: #45415 is a broad type-checking sweep across many files plus a pyproject ignore tweak, while #45425 introduces shared typing protocols and updates a few typing-sensitive code paths. They overlap in files touched, but not in the underlying fix or mergeable scope.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more self-contained, concrete typing change centered on shared protocols and a small set of related files; PR 45415 is a much broader type-checking pass across many unrelated modules.", + "canonical_pr_reason": "#45425 is the more focused and self-contained PR: it adds typing infrastructure in `_typing.py` and applies it to a specific set of call sites, making it a cleaner representative of the cluster than the broad repo-wide type-checking sweep in #45415.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better canonical representative for this cluster because it has a tighter scope and a clearer single change set, making it easier to triage than the repository-wide typing sweep in 45415.", + "best_pr_reason": "#45425 is the best standalone PR candidate because it targets a concrete typing problem with a bounded change set. #45415 is too broad and looks like an assortment of type-checking adjustments rather than one specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They both involve typing, but they target different underlying changes: 45415 is a broad type-checking cleanup across many files, while 45425 introduces new typing protocols and related fixes in specific code paths. Shared files alone are not enough to treat them as the same PR." + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking cleanup across many modules while #45425 adds specific typing protocols and related call-site updates. Shared files alone do not indicate the same underlying bug or change, and they would not plausibly merge as one PR." } ] }, @@ -19661,40 +19957,40 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "18b40b62b6601ba2fdbd5b085a14ade10baf1de8b23f4c49fbdd2a28d3d75374", + "prepared_review_unit_hash": "a79cdfcb39aaececee2e9559e46418bd7c79a3edb857b87765883dd1472bb901", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5132, - "estimated_input_tokens": 1283, - "estimated_eval_tokens": 2822 + "serialized_chars": 5133, + "estimated_input_tokens": 1284, + "estimated_eval_tokens": 2824 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5132, - "estimated_input_tokens": 1283, - "estimated_eval_tokens": 2822 + "serialized_chars": 5133, + "estimated_input_tokens": 1284, + "estimated_eval_tokens": 2824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both device-placement fixes in Transformers, but they target different model families and different code paths, so they are not duplicates of the same underlying change.", - "confidence": 0.95, + "summary": "These PRs are both model-parallel/device-placement fixes, but they target different code paths and different models, so they are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the better representative only because it is the larger, more explicit fix and touches multiple model implementations; however, it is still not a canonical match for the Qwen2 Audio PR because the underlying bugs are unrelated.", + "canonical_pr_reason": "No single canonical PR: PR 45487 fixes token_type_ids device placement in AltCLIP/ChineseCLIP-related paths, while PR 46101 fixes audio feature masking in Qwen2-Audio; they address different bugs.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the stronger standalone representative of a concrete bug fix: it addresses model-parallel/device mismatch in AltCLIP/ChineseCLIP token type handling across several related files, whereas PR #46101 is a separate Qwen2 Audio tensor-device fix.", + "best_pr_reason": "PR 45487 is the better representative PR because it covers the broader, more clearly reproducible parallelism fix and includes test updates across multiple affected models.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Reject: these are different model-specific fixes. #45487 patches token_type_ids/device handling in AltCLIP, ChineseCLIP, and related encoder models; #46101 fixes audio feature masking in Qwen2 Audio. They do not appear to fix the same underlying bug or be mergeable into one PR." + "reason": "Both are device-mismatch/parallelism fixes, but for different models and different tensor flows (text token_type_ids vs audio feature masks), so they should not be merged as the same change." } ] }, @@ -19726,7 +20022,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "f8b51115f2d9f2e3af11c7eba226ff8e985e1b6ebcd13508924b4fd123a8c0bf", + "prepared_review_unit_hash": "78f73e64980ff57cb967682ebb668681bbb02f0cbe8f63365119bf9964574f04", "component_budget": { "node_count": 3, "item_count": 3, @@ -19748,30 +20044,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One PR is unrelated to the others (Qwen3.5 vs Mamba2). The two Mamba2 PRs appear to fix the same seq_len>1 cached-forward bug in the same code path, with the later PR adding a fuller CPU/GPU fix and docs.", - "confidence": 0.96, + "summary": "The Mamba2 cache/seq_len>1 bug reports (46084 and 46098) are the same underlying fix; the Qwen3.5 GDN linear-attention PR (45513) is unrelated and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46098 is the most complete representative of the Mamba2 cache bug: it targets the same issue, covers the seq_len>1 cached path in Mamba2, and adds tests plus documentation.", + "canonical_pr_reason": "PR #46098 is the best representative for the Mamba2 bug fix because it directly targets the same cache/seq_len>1 failure, references the tracking issue, and includes the broader code/test/doc treatment of the fix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46098 is the best standalone PR to keep because it is the most explicit and comprehensive fix for the Mamba2 use_cache seq_len>1 bug, including both code-path coverage and docs.", + "best_pr_reason": "PR #46098 is the strongest global representative: it is explicit about the bug, ties to issue #46032, and covers the full Mamba2 cache-correctness change rather than just a narrower code patch.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different bugs: Qwen3.5/Olmo hybrid linear-attention cached forwarding vs Mamba2 use_cache seq_len>1 handling. Similar pattern, but not the same underlying change." + "reason": "Different models and different bugs: 45513 is about Qwen3.5 GDN linear attention cached multi-token forward, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 seq_len>1 cached-forward bug on the same files and issue target (#46032). The later PR looks like a broader version of the same fix and could plausibly be merged as one change." + "reason": "Same concrete Mamba2 cache bug: both fix incorrect use_cache behavior when seq_len > 1, and 46098 is a broader version of the same fix with the same issue target." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative. The Qwen3.5/Olmo hybrid PR is correctly treated as a different bug family from the Mamba2 fixes, and the Mamba2 pair appears to be the same issue on the same files/target, so treating them as mergeable is reasonable." + "feedback": "The clustering is grounded in the packet: 45513 is clearly unrelated to Mamba2, while 46084 and 46098 both target issue #46032 and touch the same Mamba2 files, so treating them as the same bugfix is conservative. The representative PR choice is also supported by the titles/diff previews." }, "evaluator_used": true, "retried": false, @@ -19798,7 +20094,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "42e4e89ac84107da3a77d371d6433188ff8e3f0d3de5d26d8482c43efeb6e561", + "prepared_review_unit_hash": "b8dfb657737baa09626670c394f4553bea7a218b951957eeaadbbfdcf1c1f7bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -19820,18 +20116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same EP/loading area, but they fix different bugs: one is about preserving/loading distributed_config for Accelerate/ZeRO-3, the other about avoiding expert weights being overwritten under FSDP2.", - "confidence": 0.94, + "summary": "Both PRs concern expert-parallel model loading, but they fix different bugs: one handles EP config/state serialization and `has_ep`, while the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete, user-visible loading corruption bug with a clear fix in the core loading path; PR #45548 is a narrower configuration/feature-detection fix.", + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete runtime corruption bug in the EP/FSDP2 loading path and includes the more specific fix path.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate overall: it addresses a specific expert-parameter overwrite failure and includes the most direct code-path correction across loading/integration logic.", + "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster since it addresses a precise failure mode with a clear code-path fix, whereas #45548 is a narrower supporting change around config serialization and EP detection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism loading, but they fix different underlying problems: #45548 removes distributed_config from serialization and adds has_ep for ZeRO-3/accelerate launch, while #45662 post-wraps loaded params to prevent expert weights being overwritten under FSDP2. Not the same change and not safely mergeable as one PR." + "reason": "They share the broad EP loading theme, but #45548 fixes config serialization / EP detection, while #45662 fixes expert weights being overwritten during FSDP2 loading. Different bugs and not plausibly one merged change." } ] }, @@ -19861,12 +20157,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "f2dafac563f1bd1f81e5d05c8ec0dc687048a0e644b56c9f541ed6ccb90af0b0", + "prepared_review_unit_hash": "4d063204385a7a0b91458fa50392b3e4175e122c1bdebf4f5654a5112562844b", "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 }, @@ -19874,7 +20170,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19883,18 +20179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision rooted in `src/transformers/testing_utils.py`; PR 45645 is the broader, more complete version of the same fix.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts; #45645 is the broader, more complete fix, while #45639 is the focused core change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging change plus the CI/workflow updates needed to consume multiple `captured_info*.txt` files, making it the more complete fix for the shared issue.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe testing_utils fix plus the CI/workflow updates needed to consume multiple captured_info files and preserve debug logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster: it subsumes the code change in 45639 and extends it to the reporting pipeline, so it better captures the full underlying fix.", + "best_pr_reason": "PR #45645 is the strongest representative of the change set: it fixes the collision at the source and updates downstream CI handling, making it the most complete implementation of the same bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same concrete xdist collision in patched testing debug logs and share the same implementation area (`testing_utils.py` and tests); 45645 is a superset of 45639 rather than a different change." + "reason": "Accept: both PRs fix the same underlying captured_info xdist collision in testing_utils, and #45645 is essentially a superset that adds the workflow/log-handling pieces around the same code-path change." } ] }, @@ -19990,7 +20286,7 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "9757b1c818d8595112903583cac1f05f0160ac7d9a64892368a2ff8efb2a7224", + "prepared_review_unit_hash": "bac073b1594ab5c4c108de0f9a5648bce324da331153b5ba1b5e36cefadcb605", "component_budget": { "node_count": 2, "item_count": 2, @@ -20012,18 +20308,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are superficially similar (both add attention-dispatch support and update docs), but they target different model implementations and code paths: ShieldGemma2 vs CTRL. They should not be deduplicated.", - "confidence": 0.96, + "summary": "Two unrelated model-specific PRs that both add SDPA/attention dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They share the same general theme, not the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes are for different models and are not mergeable into one concrete fix.", + "canonical_pr_reason": "PR #46069 is the better canonical PR only as the larger, more substantial change set; however, it is not a duplicate of #46073.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a true cluster representative for duplication purposes; they solve separate model-specific attention dispatch gaps.", + "best_pr_reason": "PR #46069 is the best representative of the cluster because it has broader implementation and test coverage, but the two PRs should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different model families and different files/code paths; same broad theme but not the same underlying bug or change." + "reason": "Both PRs add attention-dispatch support, but they target different model code paths and different model families. They are not the same concrete bug or change and could not plausibly be merged into one PR without conflating separate implementations." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d18192377c87a85eed4448b3cb2281ed529f6d96..e1d24520595823823c3d321dd9c3e198e3c46e39 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260521t060133z", + "analysis_id": "hybrid-model-20260521t120126z", "archived_artifacts": { - "hybrid": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260521T060133Z/analysis-runs/hybrid-model-20260521t060133z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-21T06:10:31Z", + "published_at": "2026-05-21T12:11:05Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260521T060133Z", + "snapshot_id": "20260521T120126Z", "variant": "hybrid" } diff --git a/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json b/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..3ab01f350151f0406b30bef58e31717b2b9487d5 --- /dev/null +++ b/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json @@ -0,0 +1,2156 @@ +{ + "schema_version": "1.0", + "repo": 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45902 is a concrete manifestation of the issue in 45859." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/setup and different failure mode." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing shape mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/BertModel failure is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific errors; no shared concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different attribute/tokenizer crash paths." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility is unrelated to Qwen-3 NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different runtime failure modes." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking failure is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different devices, models, and error types." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific dtype/runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure symptoms." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model implementations and unrelated backend errors." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different bug mechanisms." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Cross-entropy/Liger issue is unrelated to SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3 and index errors, but the Gemma3 loading bug is distinct from BertModel failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics; same v5 cleanup theme is not enough to call them duplicates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and error types." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems; only broad dtype/backend similarity." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to MPS histogram Int error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to trainer loss-signature regression." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure vs docs cleanup; no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue is unrelated to mask-shape indexing error." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but Gemma3 loading and BertModel init are different underlying problems." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions in v5; not the same missing example." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM sliding window attribute error is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime bugs; no shared concrete code path." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model/backend issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression is unrelated to outdated RAG examples." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-ID regression in v5; 45920 broadens the same bug across more model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure is unrelated to docs cleanup." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption report is unrelated to NemotronH loading failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Runtime model failure is unrelated to docs cleanup." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask-shape IndexError is not clearly the same as BertModel ZeRO-3 out-of-bounds failure." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma sliding-window issues with different errors and contexts." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the issue titles, and the false verdicts avoid over-claiming sameness despite superficial similarity. The choice of issue:45920 as the canonical issue is also reasonable given its broader scope than issue:45812." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "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:43854|issue:43866", + "issue:43792|issue:45901", + "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:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "84934464f85cc3f310b2b778bcfba86fbf8e4853dcd148832abdff598a3267d1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38797, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are only superficially similar and appear to be distinct bugs. The only soft edge I\u2019d accept is the trust_remote_code/custom-module loading collision pair, which looks like the same underlying path-resolution/cache bug manifesting in two scenarios.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45632 is the clearest canonical representative of the shared trust_remote_code/custom-module loading collision bug; 45698 reads like the same failure mode after save_pretrained.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45632 best captures the underlying bug in a general way and is the most useful anchor for the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different problems: model loading failure vs corrupted checkpoint, and the models/code paths are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime/load failure and table-question-answering crashes are different tasks with different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A broad torch-version incompatibility is not the same bug as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a DeepSpeed ZeRO-3 index error on BertModel; the other is a torch/transformers version incompatibility complaint." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization corruption and a table QA task crash are unrelated code paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot-run failure vs pydantic model breakage; no shared underlying bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution error and a table QA crash are clearly different issues." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Missing Gemma3 sliding_window attribute and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming Qwen3.5 inference failure vs an MPS histogram op limitation are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and an MPS int histogram limitation are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime problems." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma config attribute error are different issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility complaint and a Gemma4 device_map forward bug are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask shape mismatch and the other is an out-of-bounds access; likely different root causes." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field breakage are unrelated regressions." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF support for gpt-oss are different feature/compatibility requests." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different concrete problems." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression and tied-weight translation model behavior are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument mismatch is not the same as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and a torch version incompatibility are too broad and distinct." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a pydantic config field issue do not share a code path." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage type are different runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both involve zero3/index errors, but the specific failures differ enough that they do not look like the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention siglip2, but one is about embedding quality and the other about bad AutoModel/pipeline results; not enough to treat as duplicates." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and torch compatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking with TRL are different failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and trainer embedding unpacking failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: the wrong module is loaded because the cache/path identity is colliding." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but they concern different models and different regression surfaces." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weight translation issues are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The rejected soft edges are appropriately cautious, and the one accepted pair (45632/45698) is a defensible same-family match from the titles alone: both concern custom-module loading behavior around `trust_remote_code` / `from_pretrained` path resolution. I\u2019d only suggest keeping the canonicalization phrasing slightly softer in future\u2014\u2018likely same bug family\u2019 rather than asserting the exact root cause\u2014since the packet does not include issue bodies." + }, + "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": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43824", + "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: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:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:43054|issue:43493", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "ec6cce9307e2df2bc95821da6060062bc71538c42165318564fbf3f90797997d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37569, + "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 Transformers/model-support bugs, but there is one clear duplicate family around the v5 non-persistent-buffer regression. The strongest duplicate link is between the two near-identical reports about buffers being filled with junk, with a related follow-on report about `inv_freq` reading uninitialized memory.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43950 is the broadest and most direct report of the non-persistent-buffer regression in Transformers 5.x, and it cleanly subsumes the later near-duplicate report 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative because it states the root regression in a general way, has the clearest framing, and is the most suitable anchor for related duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FP8 config handling for Qwen3 MoE vs flash-attn2 fallback gating. Same broad area, not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA ReLU discussion and a docs typo about the removed run command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights issues on translation models are distinct problems." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as the v5 tied-weights translation-model regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and obsolete docs text are separate documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking failure and a GraniteMoEHybrid invalid-method call do not share the same code-path." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and a Qwen-3 NVFP4 runtime error are different symptoms and likely different roots." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are effectively the same v5 non-persistent-buffer regression, described with near-identical titles and symptoms." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields is a different config-loading issue than non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/example errors and poor text embeddings are different issues, even if both touch SigLIP2." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 position_ids/SDPA instability are different runtime bugs." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer kwarg incompatibility and Gemma3 ZeRO-3 loading failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Missing export/import of `AutoImageProcessor` is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy loading output are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related family, but 45902 is a model-specific `inv_freq` materialization bug; it is not clearly the same duplicate as the general from_pretrained non-persistent-buffer corruption report." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes `Int8Params` kwarg incompatibility and Float8 storage lookup failure are distinct quantization/storage issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but zero probabilities vs degraded text embeddings are not enough to call them the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention 3D position_ids crash and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are separate issues." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes across versions are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 `shared_kv_states` handling and non-persistent-buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are different model-support issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing behavior and int4 CUDA reserved-memory/OOM regression are distinct training/memory issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model-load failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "A missing-fields regression with `trust_remote_code` is broader/different from the separate report that recent versions break remote-code models." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF-vs-JAX discrepancy; too broad to merge as duplicates." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing with LoRA and Qwen3 MoE memory inefficiency are separate training-memory concerns." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 config failure are unrelated model-loading/runtime bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram implementation error and Gemma4 PLE device mismatch are different backend/device bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and missing `all_tied_weights_keys` are different model integration issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2.5-VL export and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The canonical duplicate link between issue:43950 and issue:44534 is well supported by the near-identical titles and shared v5 non-persistent-buffer regression. The remaining pair judgments avoid overclaiming and the summary appropriately treats issue:45902 as related but not a confirmed duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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: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:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "8a7766eba8d22f6d1fccf9cbc6ae337e443ea2902d50f551d23e57175111181b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with a few clear duplicate pairs around docs and runtime regressions; most soft matches are false positives because they hit different models or different code paths.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report here: recent versions breaking model loading/remote_code. The rest are mostly narrower model-specific failures or unrelated issues, so this is the safest umbrella issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best human-facing anchor for the cluster because it captures the common theme of loading regressions in recent transformers versions, even though it is not an exact duplicate of most entries.", + "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 an attention-backend fallback gate. Same broad area, not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression and a Gemma4 device_map forward mismatch are different code paths and fixes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen LoRA-related warnings/regressions, but one is a model version incompatibility and the other is a tie_word_embeddings warning. Not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs generic remote_code breakage; not the same underlying issue." + }, + { + "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 tokenizer regex patch crash and flash-attn fallback gating are distinct bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 model issue are unrelated model-loading problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regression vs a Kimi tokenizer codec/fix_mistral_regex regression; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key-error loading and flash-attn fallback checks are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading/version regressions, but one is a specific Qwen3 MoE LoRA incompatibility and the other is a broad remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are not clearly the same concrete failure." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "They both mention _is_hf_initialized, but one is a bitsandbytes Int8Params incompatibility and the other is an init_empty_weights loading error; not enough to treat as the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failure modes: Qwen3 LoRA compatibility vs bitsandbytes parameter-construction incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and different symptoms; not the same issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but on different Qwen variants with different missing-weight symptoms; too model-specific to merge." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code model are different fixes." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint-loading failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer signature mismatch and mask/tensor shape IndexError are unrelated failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion under DeepSpeed and gradient averaging with GAS are different training bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch IndexError, just with different example sizes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer loading failures, but the reported symptoms and affected models differ." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are video-input regressions in 5.3.0 on the Qwen3-VL/Qwen3.5-VL family, likely the same preprocessing bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and autocast dtype mismatch are different feature/breakage reports." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Qwen3_5MoE rotary embedding uninitialized memory are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are reasonably supported by the titles/body metadata, especially the docs pair and the identical mask-shape regression; the video-regression pair is a plausible soft match without overstating certainty." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "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:44960|issue:44977", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:43644|issue:44534", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "b1ebee0f7ffd75dc682ae76e9e92ba6073d2ca42d2d0a88dfc6deb8b10ceb5d1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues across different models and regressions, with a few clear duplicate clusters around Transformers v5/custom model initialization and non-persistent buffer corruption.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43644 is the clearest, most specific report of the non-persistent buffer corruption regression, and it has an exact duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest canonical issue candidate because its title is precise, the bug is concrete, and it matches an exact duplicate closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bug paths: FSDP2 KeyError in Gemma4TextAttention vs device_map auto device mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3/Qwen3-MoE-ish models, but one is GGUF architecture support and the other is a sliding_window behavior issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention packed-sequence misinterpretation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom model initialization regression; one report is just the notebook-specific manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different issues: Qwen3-vl-embedding video StopIteration vs TRL SFT input-embedding unpacking failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: FineGrainedFP8Config failure vs meta-device model loading breakage." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different topics: running 3d_parallel.py vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: missing Qwen2.5-VL import vs meta-device loading regression." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated import error vs Qwen3-MoE FP8 failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: add-new-model-like/tokenizer mapping issue vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regression classes: _is_hf_initialized flag vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model-specific errors: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and could stem from different causes; not safe to merge as a duplicate." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different applications and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: Deepspeed ZeRO-3 Bert initialization vs tokenizer-mapping add-new-model-like failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3 Bert empty-shape IndexError vs tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer mapping/new-model helper failure vs tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they affect different model families and likely different validation paths." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized load with device_map auto offload vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same general SigLIP2 area, but one is wrong model output and the other is documentation/example validation failures; not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different regressions: Qwen3 MoE hf4.x/hf5.x LoRA incompatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different directions and code paths: ZeRO-3 weight loading for language_model vs save_pretrained writing visual encoder keys." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: device-map auto cuda assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version regression loading different BERT models, pointing to a shared model-loading/config issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume max_steps calculation vs SGD optimizer arguments not being applied." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different topics: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions and environments: FP8 config failure vs mmap OOM avoidance." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures on different models; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative: 43644/44534 are essentially the same non-persistent-buffer regression, and the custom-model/BERT-loading pairs are plausibly the same underlying Transformers v5 regression without overstating certainty. The rejects generally stay within model- and symptom-level distinctions." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "de737e8ec0a4c8ec237b9b450a8479a9b40e2ac3a80bfad6c54782b982910c82", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36572, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regressions and model-specific loading/quantization issues. Only the resize_token_embeddings reports look like a true duplicate pair; the rest are best treated as separate bugs. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the broader, more generic report of resize_token_embeddings not updating downstream embeddings/output embeddings, and it subsumes the more specific Gemma4 variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best canonical issue candidate because it describes the underlying embedding-resize propagation bug in the most general way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and describe different failure modes (LlamaTokenizer pre-tokenizer override vs Granite token IDs)." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Separate model-loading problems for different models; no shared concrete code path is evident." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is a runtime inference regression; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory inefficiency, the other is quantization offloading behavior; too different in cause and fix." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures on different models; they do not look like one underlying defect." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about non-persistent buffers and the other about custom models in Jupyter; distinct bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training inefficiency and the other is int4 quantization OOM; not the same issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the reported crashes come from different triggers and code paths." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA loading on Qwen3 MoE and embedding resize propagation are unrelated problems." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but on different models and with different symptoms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights argument handling are different code paths and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "These are the same underlying resize_token_embeddings propagation bug across related model wrappers: resized embeddings are not reflected in downstream tied/output/decoder embeddings." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific reports with different affected classes and no clear single shared bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/vocab problems for different models; not a duplicate pair." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example issues and GLM5 loading are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3.5/3.6 config unwrapping are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 training/FSDP2 failure and Qwen3_5Moe CPU-offload incompatibility are distinct." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 attention state rebuilding." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related memory complaints, but one is offloading and the other is int4 reserved-memory growth; different root causes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track leakage and Gemma4 device-mismatch are unrelated inference bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load failures on different models; no shared concrete bug is shown." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is quantization memory use and the other is mmap on specific hardware; not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 checkpoint save_pretrained regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same embedding-resize bug: resizing token embeddings does not update all dependent embeddings/output heads; 45292 is the broader duplicate target." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 SDPA fallback causing NaNs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The canonical issue choice is conservative and well-supported: issue:45292 is the broader resize_token_embeddings propagation report, while issue:45276 and issue:45335 are narrower variants of the same bug. The summary correctly notes that the rest are heterogeneous and that no PRs are present. The soft-edge verdicts are generally conservative and do not overstate duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "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:43931", + "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:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:36032|issue:43452", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "353978d03a366046904ff47b61afaf9c68dc2c73be5514be7c22ed7717ec903a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports. The only clear duplicate pair is the token-embedding resize regression: issue 45292 and issue 45335 describe the same missing propagation of resized embeddings to tied/output embeddings.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the broadest version of the resize_token_embeddings regression, while issue:45335 is a model-specific manifestation of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue here because it captures the general bug cleanly and has a near-duplicate in issue:45335.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior for custom models, but one is about file permissions during save_pretrained and the other is about loading the wrong module after save_pretrained; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing problems: one is ineffective with PEFT LoRA, the other forbids use in eval mode." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling and disabling mmap for Strix Halo OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: a Qwen VL video-input bug versus strict config blocking granite_speech loading." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device-map cuda assert versus AudioFlamingo3 token/embedding leakage in batched inference." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared_kv_states rebuild are different code paths and symptoms." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures are unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps computation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different underlying problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: both report resized embeddings not propagating to the model's output/decoder embeddings." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but one is a tokenizer vocab_size mismatch and the other is a generic inability to load ScandiBERT; not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization and extra_state save/load handling are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no clear shared underlying defect." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device placement with device_map='auto'." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and mmap-related OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch compatibility issues do not match the specific Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility is not the same bug as Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language behavior and tokenization changes across versions are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Loading models with base_model_prefix and notebook custom-model initialization are not the same failure mode." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction of another issue is not enough to establish the same bug as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation regressions, but they refer to different pipeline/task docs and different removed/changed behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate model/export issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language handling and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask-shape IndexError are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and TRL SFT unpacking of Qwen3.5 embeddings are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion problem under accelerate+deepspeed and the other is a weight-shape mismatch for a specific checkpoint; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different tokenizer/model-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment bugs do not look like the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The writeup is grounded in the packet, and the only positive duplicate callout (issue:45292 / issue:45335) is well supported by the titles. The remaining soft-edge rejections stay conservative and do not overclaim equivalence from 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": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "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: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:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:44164|issue:45759", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "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:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "bef1ceb374fc93648e6665ffdeb8500ede2ffe85ebd69a898b59267c69b7d890", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions; only one pair looks plausibly like the same v5 custom-model initialization bug.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43646 is the broadest and most central report in the set, covering the v5 custom-model initialization regression that could subsume narrower symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it captures the most general v5 initialization breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different APIs and failures: extra_state handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return bug and CamemBERT MLM prediction bug are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage regression is not the same as Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both affect tokenizer loading, but they target different models and different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different loading/prediction failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "One is XLNet CPU placement, the other is Qwen3.5 MoE CPU offload compatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping lookup bug and compiled flex_attention failure are different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load regressions, but the specific models and failure modes differ." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both involve v5 model init/loading, but one is base_model_prefix loading and the other is buffer initialization." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on GPT-OSS training is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they are different repositories/models and not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but the titles point to different concrete failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys is unrelated to sleng-bert model loading." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different specific model-loading regressions with no shared concrete failure indicated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing and template-node compilation are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 training and Qwen3.5 PagedAttentionCache linear_attention crashes are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq-length return type are related only loosely, not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Both are v5 custom-model initialization regressions; 43644 looks like a concrete symptom of the broader init breakage described in 43646." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization failure is unrelated to Qwen2.5-GGUF loading." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output and Qwen2.5-VL rope-index scaling are unrelated multimodal/model issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict and Jupyter custom-model initialization are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated regressions, and the one accepted soft edge (issue:43644 \u2194 issue:43646) is a plausible shared v5 initialization/buffer-init bug. The other soft-edge rejections are conservative and do 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": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "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: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:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "fccac050fff78b2370e0415d39fdaa6d530f5607a261a3f33794ab554370bf60", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37252, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous v5/v5.x regression reports. The only clearly grounded duplicate pair is the Qwen3.5 save_pretrained checkpoint-serialization bug (45216/45357); the Qwen-VL rope/video pair is related but not strong enough to merge as a duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "45216 is the only defensible canonical anchor because it has the clearest duplicate match (45357) on the same Qwen3.5 save_pretrained checkpoint-serialization path. The rest of the cluster is too heterogeneous for a broader canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best single issue to anchor the cluster because it is concrete, reproducible, and has a confirmed duplicate; 45020 is too broad and mixes unrelated remote_code-style failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: chat-template sample-rate defaulting vs missing padding-mask support in the encoder." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated problems: generation performance overhead vs a seq_length contract/type bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different models and with different failure mechanics." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve weights/tied embeddings, but one is an lm_head tie bug and the other is serialization inconsistency." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures on different model families and inputs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the Mistral tokenizer regex-patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model bugs: bad outputs vs processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 loading and template-node compilation are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but they affect different models and root causes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to buffer initialization junk values." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer patch crash are separate model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading, but one is a model-load regression and the other is a tokenizer regex-patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Speech feature extraction and compiled flex_attention are different subsystems and failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to the OmDet-Turbo processor size regression." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization regression: both describe incorrect checkpoint contents/keys through the same API path." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 loading and init_empty_weights/_is_hf_initialized are different regressions." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "The _is_hf_initialized flag issue is unrelated to the Strix Halo mmap/OOM workaround request." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model-loading errors with different failure mechanics and targets." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as loading a specific tokenizer model." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing tie in Mistral3 and the other is LoRA plus extended-vocab collapse." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and sliding_window Qwen3-MoE behavior are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window support and strict config loading are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic transformer-load noise." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "They are related Qwen-VL-family regressions, but the titles point to different model families and failure surfaces, not one clear mergeable fix." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict for T5 and cudaErrorAssert on Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but they are different packaging bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated model-specific issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same root cause." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a specific backend compatibility bug, not the same as broad remote_code loading regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong. Most items are heterogeneous model/version regressions, and the only clearly grounded duplicate pair is Qwen3.5 save_pretrained (45216/45357). The accepted 44479/45325 pair overstates the evidence: from the titles alone they look related through Qwen-VL rope/position handling, but not clearly the same bug or a single mergeable fix. Because of that, the canonical/best-issue framing around 45020 and the \u201clikely duplicate subpairs\u201d summary are not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue: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:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:43818|issue:45357", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "c8e815547ba7b3d6764cca4de123dd79494afb4771b74f7120a49ad8252efdfc", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad themes (Transformers v5 regressions, Qwen/VL models, tokenizer/loading issues) but not the same concrete bug or change. No PRs are present, and there is no obvious single canonical issue among this heterogeneous set.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the issues span unrelated failures across tokenization, model loading, multimodal vision, training, and backend/runtime behavior.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No clear best issue for canonicalization; any choice would be arbitrary because the items are not duplicates of one another.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/Voxtral error vs AppleSilicon allocator TypeError; unrelated codepaths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is noisy logging on load; the other is a tokenizer load failure." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: HF init flag vs non-persistent buffer contents." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token/post-processor sync vs mDeBERTa BOS/EOS addition." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL/Qwen2.5-VL training failures and input shapes." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment vs FSDP/shared_kv_states KeyError." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower architecture bug vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Repository tokenizer.json handling vs Granite token-id regression." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload loading failure vs Qwen3 MoE memory usage." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs single-label loss edge case." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression vs CLIPTokenizer model_max_length issue." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Checkpointing eval-mode behavior vs missing trust_remote_code flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights arg regression vs Float8 storage lookup error." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: dataset/multi-image vs rope-index scaling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF load failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Padding-mask batch inconsistency vs Gemma3 all-padding NaNs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map assert vs Mistral regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs init_empty_weights regression." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging backend omission vs PaddleOCR-VL load failure." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: _is_hf_initialized vs dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading breakage vs custom model initialization breakage." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SigLIP2 inference vs Perceiver resize failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs non-persistent buffer initialization." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe vs Qwen2.5-GGUF loading." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight serialization vs lm_head weight tying on AyaVision." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL still-image position IDs vs video position IDs." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "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:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:43701|issue:45325", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:44466|issue:45357", + "issue:43873|issue:45701", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "b3e51db01c5f2fda41a54b522a80c34ecec1baf8c126d4fac7879927c8412d75", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated regression/bug reports across loading, tokenization, vision/audio processors, and quantization/offloading. No soft pair is a safe duplicate based on titles alone, so I would keep them separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, with multiple inbound references and a recurring offloading/quantization failure class that appears closest to the cluster\u2019s main theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue here because it is open, broadly framed, and has the most evidence of recurring user impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different problem classes: a specific PaddleOCR-VL/vLLM loading failure vs a general torch/Transformers version incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to ModelOutput key reassignment behavior." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is a separate loading path from ModelOutput key handling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and code paths: Qwen video-input regression vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights is a different loading bug than strict config rejection." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 reserved-memory OOM and Sam3Video CUDA OOM are different symptoms with no shared concrete code path." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "They concern different models and different load failures; no clear duplicate evidence." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure mode differ too much to collapse safely." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Offload device mismatch and DAC.from_latents/STE mismatch are unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same as rope/position_id scaling behavior." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device-map cuda assert vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights causing garbage generation is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is a different issue from GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor resize mismatch are separate preprocessing/model issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading and quantization, but one is a specific dequantized-model load failure while the other is a broader offloading complaint." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Docs-example errors are unrelated to the multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching issues are not the same as Perceiver non-default-resolution interpolation failures." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion/loading under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tying attribute errors do not overlap." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying in AyaVision is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization and incorrect visual-encoder key saving are different save_pretrained regressions." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a broad tokenization change regression." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and strict granite_speech config loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43322|issue:46050", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:41720|issue:42617", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "fc1e5531970cc417f2a80cfd71d5a5461cbca0c49f39010d322f4e1b221d04c6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of Transformers issues that only overlap at a very broad subsystem level (tokenizers, model loading, offloading, multimodal generation, trainer behavior). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43873 is the best anchor because it is open, broadly framed, and sits near the center of the cluster\u2019s recurring theme of loading/offloading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 has the broadest scope and highest chance of representing the cluster\u2019s shared loading/offloading pain point, even though the cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both mention loading/tokenizer problems, but one is a model loading failure for glm-4v-9b while the other is a tokenizer regression for EMBEDDIA/est-roberta; different artifacts and code paths." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-related generation, but one is a device-map/cuda assert failure and the other is a flash-attention generation bug; not the same concrete defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mismatch style bugs, but Gemma3n\u2019s issue is a variable-name collision in forward(), while Gemma4 PLE is a device_map='auto' forward mismatch; distinct root causes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen/vision-text model metadata, but one is an lm_head tying bug in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are runtime failures on model/parallel setups, but 3d_parallel.py and Qwen3Moe FineGrainedFP8Config appear unrelated in symptoms and likely in code path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache issue; the Qwen3 auto device map bug is a separate loading/runtime device assert problem." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with embeddings/past_key_values are unrelated processor vs generation-cache issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint max_steps are different trainer/model behaviors with no shared bug mechanism." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech loading and tokenizer loading regression for est-roberta are both load-time issues but not the same failure mode or target." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding, while SwitchTransformers/TimmWrapperModel have bfloat16 dtype mismatches; unrelated components and defects." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from passing a string to .to() is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code; the other is file-permission propagation in save_pretrained/register_for_auto_class. Same area, different bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model loading/accelerate/SDPA-related infrastructure, but Bamba torch.compile+SDPA and BitNet packed-weight unpacking are distinct code-path failures." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature change and Qwen3Moe FP8 failure are unrelated trainer API vs model quantization issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug and tokenization changes across versions are different pipelines; only generic 'version regression' similarity." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected num_items_in_batch argument in Trainer and inability to run 3d_parallel.py do not describe the same bug or fix." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk in v5 are both loading-state concerns, but not the same concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload issues and disabling mmap on Strix Halo are both memory/offload related, but the hardware/mmap OOM problem is a different root cause." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are shape/resolution mismatches in vision processors, but OmDet-Turbo 640px vs 224px and Perceiver non-default-res interpolation are separate model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and OmDet-Turbo processor image-size mismatch are unrelated tokenizer vs vision processor issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from increased reserved memory and T5/apex fused RMSNorm memory leak are both memory problems but come from different layers and fixes." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models and unpacking Qwen3.5 input embeddings with TRL SFT trainer are both Qwen-related, but the failure modes are distinct." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault when loading and sinq quantized save/load breakage are both load/save stability issues but not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and Bark CPU-offload device mismatch are unrelated model/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and device_map=auto dequantized model offload failure are both model-loading issues, but with different mechanisms and error surfaces." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different model families and different runtime failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and version-dependent tokenization changes are too broad; one is a specific API break, the other is a behavioral change claim." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and version changes the tokenization are not the same bug; one is evaluation quality, the other tokenizer behavior." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE-only TP issue are different parallelism/device-dispatch failures." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both are execution failures, but auto device mapping on Qwen3 and not being able to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are separate image-processing vs model-loading defects." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong token IDs are both tokenizer-related but clearly different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model features." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:36010|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44514|issue:44545", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44451|issue:44991", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:44987|issue:45042" + ], + "prepared_review_unit_hash": "d422c1bd3f412d313767bff517ca5093dac55820176fc8e64ec3cb1fc6a18ceb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items are mostly unrelated Transformers issues, with only loose thematic overlap around tokenization/config regressions. All soft edges should be rejected under strict duplicate triage.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43421 is the best representative hub for the cluster\u2019s closest recurring theme: tokenizer/post-processor behavior and special-token handling. It also has the most adjacent soft links to other tokenizer/regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue to keep because it describes a broad, concrete regression with clear user impact ('wrong token IDs for all Granite models') and is more actionable than the more feature-oriented tokenizer concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Different subsystems and failure modes: GenerationMixin import error vs running a specific parallel script." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config APIs, but they describe different model families and different persistence bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen-related, but one is masked-LM prediction correctness and the other is recurrent-state handling in modular generation code." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both mention Qwen3 VL/Omi-style models, but one is a video processing ValueError and the other is a from_pretrained weight loading error." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs Granite token ID regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different models and different task paths; not the same underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both concern tokenizers, but one is slow/fast inconsistency and the other is a T5 tokenizer load-time attribute conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Processor/serve crash vs streaming chat/completions failure; too different to be the same change or bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Both touch processors, but one is segmentation-map handling and the other is BarkProcessor voice_preset behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-related CI bugs, but one is a device mismatch with CPU offload and the other is unpacking packed weights during accelerate loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization-related surface area, but one is special-token post-processing and the other is a broad version-dependent tokenization change report." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Both mention model loading/tokenization behavior, but one is SDPA/torch.compile for Bamba and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-load failures, but one is FP8 config failure and the other is a segmentation fault loading Llava Next." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to removed pipeline-task documentation." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different problem classes: metric gathering drops labels vs SAM3 prompt behavior with text and boxes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Both involve loading/registration, but the concrete bugs are different: offload device mismatch vs missing BigBird mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3/Qwen3-MoE family issues, but one is sliding-window handling and the other is config unwrapping for composite multimodal models." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "These are essentially the same title and likely duplicates, but only one is listed as a soft pair? The pair differs only by numbering; if forced, they describe the same batched padding=False crash." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Both involve generation/training state, but one is token count tracking and the other is progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config persistence, but one is runtime post-processor updating and the other is custom token IDs lost on save/load." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but the affected models and root causes are not the same." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both can surface during loading, but one is a Qwen3 device-map CUDA assert and the other is a GraniteSpeech PEFT local-checkpoint load issue." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning vs undefined variables in video token counting; unrelated despite both being processor/loading-adjacent." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are bfloat16/vision-related inference issues, but one is Perceiver image resizing and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both relate to memory/offload/precision concerns, but one is quantization offloading and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: loading a specific model in v5.1.0 vs PIL image processors wrongly requiring torchvision in v5.4.0." + } + ] + }, + "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": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43746", + "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:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:44625|issue:45479", + "issue:43596|issue:44220", + "issue:43994|issue:44671", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "d6a33b96c446799436b7e20cacc13ae49e5eecd34ce2db329b29a53313802df1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated bug reports across tokenizers, multimodal configs, training/offload, and model-specific load/forward issues. None of the soft pairs look like true duplicates under a strict same-root-cause standard.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue emerges because the items are not one duplicate set; they span many distinct code paths and models. If forced to pick a representative issue, issue:43873 is the broadest and most actively discussed standalone runtime bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43873 is the strongest standalone report in the set: it has the most inbound references/discussion and a concrete, reproducible quantization/offloading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window config vs missing Float8 storage backend." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated code paths: multi-GPU training for Qwen2-VL vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Same model family but different bugs: config unwrapping vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different concrete problems: warning about tie_word_embeddings vs saving wrong visual encoder keys." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken constructor error is not the same as ScandiBERT model loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite-config unwrapping are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model examples, but they describe different model/processor mismatches and different models." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated issues: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainer workflows, but one is SFT with input embeddings and the other is evaluate-after-train state handling." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token handling is a broad theme, but these are different bugs in different tokenizer paths." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but 44843 is specifically a mistral-regex model_info call and not the same cache bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode guard is unrelated to the ZeRO-3 gradient explosion report." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token post-processing and LayoutLMv2 NER padding crashes are different tokenizer defects." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems and failures: apex RMSNorm memory leak vs CPU offload incompatibility in Qwen3.5 MoE." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch in SigLIP2 is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regex regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation for Qwen3.5, the other is classification loss degeneracy across sequence-classification models." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 pipeline output vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is not the same as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure in BitNet and DAC from_latents/forward mismatch are different model-specific bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq quantized save/load corruption are separate persistence bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:44077|issue:44625", + "issue:45183|issue:45479", + "issue:42915|issue:43746", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43335|issue:43756", + "issue:43295|issue:45834", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "6106290cc692c47103686417dbfbd12acfcf24d67515c2718fa29c9d4059e64f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated Transformers regressions across tokenizer, multimodal, config, loading, and cache code paths. None of the soft pairs look like the same underlying bug/change, so there is no safe duplicate canonicalization here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: video input ValueError vs audio mask attribute collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated regressions: CLIP output field missing vs RTDetrV2 output mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different config issues in different models; not the same code path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR bug vs classification-loss semantics bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 loading failure vs PEFT adapter checkpoint loading." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different runtime paths: metric gathering last-batch truncation vs cache sequence-length corruption." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal problems: dtype mismatch vs variable name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile SDPA bug vs bf16 dtype mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model config bugs, but in different models with different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal input handling, but one is processor/tokenizer regression and the other is OCR index error." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading/adapters vs offloading with quantization; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different failures: compile/SDPA vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are contract/regression issues, but on unrelated APIs and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs Perceiver positional-encoding failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different bugs and triggers: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE bug vs trust_remote_code config field loss; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen models and different failures." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields under trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but model-specific and not the same underlying change." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Unrelated: dtype propagation in BLIP-2 vs missing temporal attention in Video-LLaVA." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different inference failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update bug vs skip_special_tokens decode behavior." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing vs CustomTrainer loss signature mismatch; unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error; 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": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "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:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43606|issue:45072", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:28218|issue:29159", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "79d5a4e950203352a87e77581a598d335a09dc9ec1b21403ddb0dd1edad07eda", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35369, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues. The only soft duplicate I\u2019d keep is the v5 pipeline-removal pair (issue:43825 vs issue:43827); the tokenizer-spacing pair (issue:28218 vs issue:29159) is too under-evidenced here and should be rejected conservatively.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43825 is the clearest concrete bug report in the set: it describes the runtime pipeline() messaging problem caused by v5 removals, while issue:43827 is the documentation-side follow-up rather than a separate underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the best standalone issue because it is the most actionable, specific, and directly tied to a code-path/user-facing regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different areas: Llava Next load segfault vs MPS histogram TypeError." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code breakage, but the concrete causes differ: is_torch_fx_available removal vs broader recent-version regressions." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to the v5 pipeline-task documentation removals." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure and Kosmos2.5 OCR indexing are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "v5 pipeline-removal fallout is not the same as the SigLIP2 nonsensical-results report." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch and dtype mismatch issues are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on different models with different symptoms; not enough to call them the same defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Same underlying v5 pipeline-task removal change: one is the runtime error/message, the other is the docs still referencing removed tasks." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-related wording overlaps, but the packet only shows titles/snippets here; that is not enough to confidently treat them as the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression and EMBEDDIA tokenizer loading failure are different issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor size mismatch and dtype mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is a different problem from a generic bfloat16 dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow extra packaging and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex-patch crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder text is not a duplicate of an isolated reproduction report." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and broad tokenization-change report are too different to merge." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to DAC from_latents/forward mismatch." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but on different models and with different incorrect ties." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT FastProcessor reduce_labels bug and RTDetrV2 output regression are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is a bit too loose: issue:28218 vs issue:29159 share tokenizer-related wording, yet the packet only gives titles/body snippets here, which is not enough to confidently treat them as the same underlying bug. I\u2019d keep that pair rejected or phrase it more cautiously. The v5 pipeline-removal pair looks fine, but overall this is not conservative enough." + }, + "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": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "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:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "a83c3482fb8308aff14ddd8d07bd220eba36b2702d413fa0e76f1baade573286", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37076, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, with some loose thematic overlap around loading/regression issues, tokenizer behavior, and multimodal/video processors. None of the soft pairs look like true duplicates; they\u2019re mostly adjacent subsystems or similar failure modes rather than the same underlying bug.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: a recent-version regression breaking remote-code model loading. It best captures the general loading/regression theme seen across several nearby issues, even though the cluster is not actually a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor this group because it is broad, user-facing, and closest to an umbrella regression affecting multiple model-loading paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: tokenizer special-token registration vs MXFP4 quantization/loading fallback. Same broad library area, but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve loading problems, but one is a specific MobileLLM KeyError while the other is a broad remote_code regression. Too general to merge." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug vs auto_mappings referencing removed configs. Separate code paths and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures: deepspeed zero3 on non-pretrained BERT vs trainer.evaluate() after train(). Not the same underlying defect." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern bad exception handling around parsing, but they hit different functions and different failure modes; not one concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading. Similar theme, different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Float8 storage lookup error vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different issues in different stacks: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/initialization-related, but one is GenerationMixin import failure and the other is custom model initialization in Jupyter. Not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both are model correctness issues, but one is DAC latent/STE mismatch and the other is config token ID persistence. Separate defects." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but one is zero probabilities in SigLIP2 and the other is processor output shape mismatch for OmDet-Turbo. Not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example mistakes and quantization failure are not the same as git-oss MXFP4 loading fallback." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/loading problems: GLM-4.7 unit test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug and Blip2 dtype propagation bug are separate model initialization problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading vs OmDet processor input-size mismatch. Different layers and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading infrastructure, but one is FSDP RAM-efficient loading and the other is init_empty_weights/_is_hf_initialized compatibility. Too far apart to treat as one bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is a GenerationMixin import regression; the other is a custom trainer API breakage. No shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed vs multimodal video token counting undefined symbols. Separate subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior. Same domain, different code path." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite configs. Not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression in add_special_tokens handling vs Kimi-K2.5 codec/regex warning regression. Similar class, but distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined helper usage in token counting and the other is batched shape output from video processors. Different fixes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking bug vs extreme perplexity on gpt-oss-20b. No overlap in code path." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different failing components (Bark device mismatch vs Qwen3_5 MoE rotary embedding)." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "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:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:44291|issue:45042", + "issue:43697|issue:45357", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:43404|issue:45987", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:44737|issue:45588", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:43257|issue:43696", + "issue:43257|issue:43756", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:34567|issue:36331", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "7015fdaf4819815128f10625b7a69916d5e7dd157e1b4beadb0edebc8719b2c7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs/regressions with no clear duplicate group; the only strong overlap is the Qwen2.5-VL/Qwen3.5 video-input regression pair.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45488 is the clearest representative report: it is a concrete, active tokenizer regression with broad downstream impact and multiple inbound refs, while most other items are unrelated one-off model/loading/training issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 best fits as the cluster representative because it has the strongest combination of specificity, user impact, and discussion activity; the rest of the set does not form a single coherent duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and fail for different reasons (BOS/EOS insertion vs LlamaTokenizer overriding tokenizer.json behavior)." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and a broad tokenization-change report are not the same concrete bug or code path." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token-count tracking are unrelated subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Model loading with init_empty_weights and PIL image-processor torchvision requirements are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 loading and a MobileLLM key error are separate model-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family, but one is auto device mapping CUDA assert and the other is video-input validation; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and TrainerState token accounting are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-id persistence and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast and CLIPTokenizer max-length semantics do not match." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression around incorrect vision position ids in transformers 5.3.0; the broad report and the model-specific report could plausibly be fixed by one PR." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is a different bug from the Qwen VL video position-id regression." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No evidence shows the isolated reproduction of issue 38071 is the same concrete Qwen2.5-VL regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral lm_head tying and StaticCache.get_seq_length return-type mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM key error and an init_empty_weights argument error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash-attention sink-less-model crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver interpolation failures are separate vision-model issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading for est-roberta are not the same concrete failure." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss-20b OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The isolated reproduction of issue 38071 is too opaque to merge with a specific Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen and CustomTrainer.compute_loss signature changes are different training API regressions." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword duplication and Mistral regex patching crash are different tokenizer code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported overlap is the Qwen video-input regression pair (issue:44479 / issue:45381). The representative choice of issue:45488 is also defensible from the metadata. Soft-edge verdicts are conservative overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44938", + "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:36010|issue:42175", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:42175|issue:43824", + "issue:45357|issue:45920", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43742|issue:44589", + "issue:43643|issue:45375", + "issue:43526|issue:45479", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "f2be6c04558003d59404e121257ff6281f16798a5437d9f647ea4153ce6167e5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of distinct Transformers bug reports and regressions across unrelated models, config paths, and loading behaviors. I don\u2019t see any true duplicate pairs among the soft candidates, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43452 is the most concrete, broadly applicable loading/API regression in the set, with a clear failure mode affecting both AutoTokenizer and AutoModelForCausalLM from_pretrained flows.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the strongest representative issue: it has a specific, actionable symptom and a wide user impact without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: GPTNeoX rotary_pct reload loss vs rope-parameter conversion TypeError on JSON-loaded lists." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated failures: GenerationMixin import path break vs TensorFlow missing from the torch extra backend install." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are different code paths and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different loading issues: FSDP CPU RAM-efficient loading vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a bad output/loading report; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2_5_VL class import; these are not the same failure." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions in different APIs/models: save_pretrained visual-key corruption vs tokenizer producing wrong IDs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Separate model-specific failures: janus image generation test vs Phi-4 multimodal model loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: PIL backend unexpectedly requiring torchvision vs Mistral regex patch crashing on tokenizer internals." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel is unrelated to Llama 3.2 vision loading breakage." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup TypeError are distinct load-time failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is generic missing fields with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by @strict." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast reduce_labels truncation vs sequence-classification zero-loss behavior with num_labels=1." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release/versioning problem vs auto_mappings referencing removed configs; not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related bugs in different models: missing RoPE layers vs still-image temporal position scaling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel missing PyTorch import error is not the same as LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding behavior and the other is wrong video vision_position_ids; distinct code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading unpacking failure is unrelated to Perceiver non-default resolution classification failure." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading IndexError is a different problem from trainer.evaluate() failing after train()." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug and strict config loading failure are different config issues." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to Python 3.14 import/load failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "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:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:44484|issue:44704", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:43643|issue:44561", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:43550|issue:44361", + "issue:32090|issue:34567" + ], + "prepared_review_unit_hash": "1df72ef42b2f79f96d85c7326d14283629fcf816206e63881ecf02e763cf461d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues; the soft links mostly share a broad subsystem (tokenizers/processors/training) but not the same concrete bug. I found no safe duplicate merges, and the strongest single representative is a tokenizer regression issue rather than any one of the linked pairs.", + "confidence": 0.73, + "canonical_issue_reason": "No exact canonical duplicate stands out across the set; issue:43653 is the best representative because it is a concrete, self-contained tokenizer regression and sits near several of the soft-similarity links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43653 is the most representative issue in this cluster: it is specific, user-facing, and sits in the middle of the tokenizer/special-token regression theme that recurs across several soft links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but one is a gguf_file loading regression and the other is an offline-mode hub metadata call bug; different concrete causes." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but one is a batched padding=False failure and the other is a tool-call/no-content assistant-message crash; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "One is a processor.tokenizer access regression in custom code; the other is Kimi-K2.5 codec handling / warning behavior. Different failure paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error versus a LayoutLMv3 boxes-validation error message issue; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor.from_pretrained not forwarding kwargs to cached_file." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different model/component bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is inconsistent lm_head serialization by device and the other is broader translation-model tied-weight issues; not the same concrete defect." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() after train() and Gemma4 PLE device mismatch are distinct runtime problems." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map image processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/empty decode and MLukeTokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task failure versus AutoTokenizer loading FastSpeech2ConformerTokenizer; different classes and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in siglip2 and a processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask-token registration/decoding and the other is mdeberta-v3 BOS/EOS insertion; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output divergence are unrelated model bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline-mode model_info usage and the other is an EMBEDDIA/est-roberta load failure; different underlying issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and recurrent state reset with cache are different generation-path defects." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code models are distinct regressions." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key/position-id issues and sinq quantized save/load failure are different serialization/model-loading problems." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM key error are different issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration/decoding in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window/all-padding batches and classification-head NaNs on checkout/init are different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation under compiled forward and Qwen3.5 flash-attention generation issues are not the same concrete code path." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba and DiaConfig token-ID loss on save/load are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and native DeepseekV3 divergence from remote implementation are different model-behavior bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A compile/SDPA runtime bug and a tokenizer AttributeError are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType passed to _gpu_broadcast_one and TrainerState num_input_tokens_seen not updating are different Trainer 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": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43452|issue:44451", + "issue:33666|issue:36010", + "issue:45823|issue:46050", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43720|issue:43927", + "issue:28282|issue:33357", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:44568|issue:45812", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43688|issue:43749", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43577|issue:44554", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44479|issue:44625", + "issue:43540|issue:44977" + ], + "prepared_review_unit_hash": "12c6320c362e125887413b34165882bf24d8f051eb4a887bd7e12bae0573c987", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated bug reports across loading, tokenization, generation, multimodal, and training subsystems. None of the soft-edge pairs look like true duplicates or mergeable equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying bug cluster safely.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; if forced to pick a representative, issue 43749 is the most substantial standalone regression report, but it does not unify the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: legacy-field model preset loading vs torch.compile/SDPA runtime behavior." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a preset/legacy-field issue and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and symptoms: pretrained model preset loading vs processor/model input-size mismatch." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError from missing PyTorch is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both mention tokenization, but one is a v4->v5 tokenization regression and the other is a reproduction of a different issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied weights is not the same bug as sinq quantized save/load breakage." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loader paths: MobileLLM config/key error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but they involve different mechanisms and models." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch is unrelated to quantized save/load after sinq." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states output vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs and generation failing." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar class of config regressions, but different model configs and different missing fields; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to config token ID loss after save/load." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to the MacOS bus error on a CLIP model." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing vs trainer broadcast TypeError are clearly different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token insertion bug is not the same as Granite token-ID regression." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE layer selection bug is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different problems in different code paths." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the custom compute_loss signature change." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same bug as the HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Qwen3.5 flash-attention 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": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:45803|issue:45987", + "issue:43334|issue:43572", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43688|issue:45701", + "issue:43927|issue:44361", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "a2ff6bc6f7105103b669179209cefe6881a6d5355fff9546570ccb9c4664d90d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity bucket: the items span unrelated bugs across model configs, serving, training, CI, and documentation. None of the soft pairs look like true duplicates; they mostly share only vague keywords like loading, config, or regression.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and does not center on one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as a loose representative, issue 43295 is the broadest user-facing regression, but it is still not a good canonical duplicate target for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: a bare except in Fuyu tensor conversion vs a cache-length return-type contract issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model load failure for cjvt/sleng-bert, the other is an offline-mode regression in tokenizer patching." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different problems entirely: missing mm_token_type_ids default vs a multi-GPU CUDA OOM." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Distinct model-family bugs with no shared code path evident from the titles." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Related to composite Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config unwrapping behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs a ZeRO-3 gradient anomaly are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a Qwen2.5-VL class is unrelated to a float8 storage lookup failure." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention multimodal processor/model usage, but one is a docs example with multiple errors and the other is a regression in custom model code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 inference issues: OOM vs device mismatch in PLE forward." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different Qwen3 MOE loading failures with different triggers and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the HfDeepSpeedConfig gradient issue." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after 5.0 update vs init_empty_weights rejecting an unexpected argument." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are separate code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a Python 3.13 flash_attn import mapping error." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model load failure vs CPU-offload device mismatch are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP loading vs multi-GPU Qwen2-VL training are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug does not match a broad tokenization-change report." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-id loss and MLukeTokenizer AttributeError are different model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch and a stale CI test failure are not duplicates." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but they involve different endpoints and different failure mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Model tensor-parallel OOM and an unreleased dependency bump are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is not the same issue as the PEFT version bump." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5/3.6 composite configs, but one is num_labels propagation and the other is text_config unwrapping." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and sinq quantized model reload breakage are different problems." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLflow reporting after training-job failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality regression and unexpected position-id keys are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43688|issue:43873", + "issue:43540|issue:45200", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:43550|issue:43844", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "42ce6a46289011d0fe525a9225e26794686c53d7d4631bf17abed13c02d40831", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36306, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated tokenizer, generation, multimodal, quantization, and training issues. None of the soft pairs look like confident duplicates of the same underlying bug, so this cluster should not be merged broadly.", + "confidence": 0.76, + "canonical_issue_reason": "Issue:29159 is the broadest tokenizer-consistency report in the set and the closest thing to an umbrella issue, but the overall cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:29159 is the most representative generic bug report among the tokenizer-related items; it is still only a partial fit for the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled forward/chunked generation inconsistency vs Whisper empty-transcription failure." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call/no-content messages; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failures: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; different code paths and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Attention correctness issue on MPS vs a PyTorch version check/import problem in flex_attention." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization bug vs quantization/offloading behavior; different underlying problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure vs Gemma 4 token-type-id defaulting for text-only fine-tuning." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs NoneType broadcast error in Trainer; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script export incompatibility vs zero-probability inference behavior; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs hidden-states output bug; not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but token-type-id defaults and device-map forward mismatch are distinct bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading/quantization runtime issue vs quantized save_pretrained/from_pretrained regression." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError; different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype drift between train/eval vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel not applied with model_init vs Qwen3.5 hidden-states bug; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug vs MacOS bus error loading a CLIP model." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression; only loosely related by general NLP model area." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression vs wrong processor image resolution; both processor-related but different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs model loading failure for a specific repo; not the same underlying issue." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default regression vs meta-device model loading breakage; different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type-id defaulting vs Qwen2.5-VL rope-position scaling; unrelated multimodal bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure vs RT-DETR memory not being released; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both involve weights but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video shape bug; different models and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error vs meta-device loading failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs ZeRO-3 gradient abnormality; different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading problem; 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": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:42490|issue:43696", + "issue:43975|issue:45520", + "issue:37428|issue:43824", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:38175|issue:45412", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "2a34865eb936b080aa04478953b7432b34bd5a16624065394a62a5abf57a4c4f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad topical matches rather than true duplicates. I would reject all candidate edges: they share APIs/models/subsystems, but the concrete failures differ. There is no strong PR cluster here, and the issue set is heterogeneous enough that any canonical choice is approximate.", + "confidence": 0.78, + "canonical_issue_reason": "I\u2019d use issue:43824 as the closest anchor only because it is a concrete, user-facing regression with a clear import failure and multiple references; however, the overall set does not really form one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest representative issue: it is specific, reproducible, and directly tied to a breakage at import time, which makes it the most actionable triage target among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different models/configs and likely separate fixes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing symbol vs a detokenization regression; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure in Qwen3MoE is not the same as a Qwen2.5-VL import error." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path loading warning and CUDA OOM are unrelated failures." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and Python 3.13 flash_attn import KeyError are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch is unrelated to MoE memory inefficiency." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability output and RT-DETR memory cleanup are different subsystems and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a specific zero-probability bug and the other is a broader implementation discrepancy." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns bad assistant masks." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Path-trailing-slash import warning is unrelated to SigLIP2 model parity." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions after v5 changes, but they concern different pages and APIs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override behavior." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video-shape handling are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion bug and qwen3_omni_moe length helper behavior are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP crash in loss computation are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import failure and Torch 2.10 compatibility are separate environment issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generate warning are different generate-path issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories-limit runtime error." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer configuration bug and torch.compile/SDPA failure are different model/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe helper-function behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video vision_position_ids bug are different multimodal issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaulting and flash_attention sink-less AttributeError are distinct 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": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:44360|issue:44561", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44292|issue:45520", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44977|issue:45229", + "issue:28218|issue:35141", + "issue:38175|issue:44493", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:34689|issue:35141", + "issue:43550|issue:45083", + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "077887c719f816274e03bd0e625d52c2faee186153232de3b7dfcc8d337da47b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft edges are false positives: they share a broad subsystem (tokenizers, loading, vision models, flash-attn, etc.) but not the same concrete bug. The only clear duplicate pair is the two identical Qwen3.5 MoE loading issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, more established copy of the duplicated Qwen3.5 MoE from_pretrained regression; issue:45478 appears to be the later duplicate with the same title and same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical instance of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failures: unsupported `center` arg in feature extraction vs device mismatch during forward with `device_map=\"auto\"`." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but the concrete bugs differ: `base_model_prefix` regression vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated issues in different components: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different bug classes and code paths: Bamba torch.compile/SDPA failure vs a stale CI device-override test." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different underlying problems: DSA indexer activation omission vs removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is not the same as the position-id key regression affecting many models." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/`torch.jit.script` parsing failure is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both touch BEiT/SwitchTransformers-style model loading only at a very broad level; the actual bugs are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different failures in different layers: metrics gathering drops tuple labels vs BeitImageProcessorFast reducing labels incorrectly." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation-example/model-processor mismatch and quantization issues are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same from_pretrained regression; this is the same underlying bug reported twice." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bug vs a helper-function output-length issue in qwen3_omni_moe." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention flash attention/offload, but the concrete failures differ: `s_aux=None` AttributeError vs a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "A Flash Attention 2 test failure is not the same bug as a `_gpu_broadcast_one` NoneType broadcast error in Trainer." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to the position-id key regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to a GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different issues: Qwen-3-8B-NVFP4 runtime failure vs Python 3.13 `flash_attn` import KeyError." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures; no shared concrete code path." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output changes across versions and Deepseek tokenizer incorrect results are separate model/tokenizer regressions." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues for Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the embedding reinitialization bug after resizing token embeddings." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Path-with-trailing-slash import warning is unrelated to the GLM-4.7-Flash model loading failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash and bfloat16 dtype mismatch are different concrete failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 compatibility break from API removal is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Ignoring `tokenizer.json` is a tokenizer-loading issue, not the `is_torch_fx_available` API-removal regression." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures; no same underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading failure and output-embedding reinitialization are distinct model-loading regressions." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Clarifying an error message for LayoutLMv3 boxes is unrelated to Trainer `_gpu_broadcast_one` NoneType handling." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load with custom values, but one loses custom token IDs while the other loads the wrong custom module; different bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling for mdeberta-v3-base is unrelated to Gemma3 NaN embeddings with sliding-window attention." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the duplicate call on issue:45310/45478 is supported by identical titles, timing, and the high similarity signal, and the other soft-edge rejections stay conservative by pointing to different titles/subsystems rather than claiming more than the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:36010|issue:37428", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520", + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43994|issue:45412", + "issue:43611|issue:46121", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "e829d1c1f485e5ffc96bc3e0a9601046c3bf087313fe5229909a6adc97ab0e81", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; the soft pairs are mostly broad title similarity across unrelated bugs, regressions, or feature issues. I would not merge any of the candidate edges.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation behavior, but one is a flash-attention regression and the other is a stale warning; different symptoms and code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: executorch export vs flash-attention None handling; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import dependency issue vs flash_attention crash; unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a Fuyu bare-except bug are separate tokenizer/model issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking vs leftover dummy classes; no shared code-path bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 TP OOM are different loading problems." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not the same fix." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA crash is unrelated to flash_attention sink-less-model AttributeError." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and generate() warning are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output mismatch and the other is serialization inconsistency; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct forward-pass issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token bug vs Qwen recurrent-state reset bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing in eval mode are different behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Import dependency failure vs protobuf-error masking in tokenizer code; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak do not share a fix." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer crashes in different models and input flows." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for a specific repo and Python 3.13 flash_attn import-utils KeyError are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and Qwen video-input regression are separate model/input issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token config mismatch and flash-attention generation regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized save failure are different quantization bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope validation TypeError are distinct loader/config issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different bugs with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44734|issue:45406", + "issue:43065|issue:43994", + "issue:10000|issue:15354", + "issue:43873|issue:45229", + "issue:44610|issue:45412", + "issue:43756|issue:45440", + "issue:43278|issue:43575", + "issue:42490|issue:43873", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:43723|issue:44554", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43278|issue:43329", + "issue:45103|issue:45372", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "39a15aaf280b0df3d5f4405d7b9f2780dedde2a73cdcab973a4ba472d0a4b726", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36735, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft pairs span unrelated tokenizer, generation, multimodal, dtype, serving, and memory bugs. None of the candidate edges should be merged as duplicates. If a representative issue is needed, #45229 is the most active concrete report in the set.", + "confidence": 0.83, + "canonical_issue_reason": "#45229 has the highest discussion activity and is a concrete, well-scoped user-facing bug report, making it the best stand-in if one issue must represent this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "Most active and detailed issue here; it reads like a real, self-contained bug report rather than a vague symptom. Even so, the overall cluster is too heterogeneous for a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and failures: Flash Attention 2 test regression vs image processor void-segmentation handling." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and Wav2Vec2 save/tokenization failure are different code paths and symptoms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug is unrelated to Gemma4Processor missing _tokenizer during serve loading." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are different model issues with no shared bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert issue and GeneratorExp/torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are different resource-management problems." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to RT-DETR memory not being released after deletion." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are different implementation bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift is not the same underlying problem as Qwen2 tp OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency failure and serve crash from missing _tokenizer are separate loading issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention value/query dimension correctness issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error do not share a concrete failure mode." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are distinct model correctness issues." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Both involve export/script-ish failures, but on different models and code paths; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash and Gemma4 import dependency failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are different runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both concern tokenizers/processors, but the Beit label bug and LayoutLMv2 NER/padding crash are different defects." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import error and generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode failure are different issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer load failure for a speech tokenizer and dtype mismatch in bfloat16 inference 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": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:33357|issue:38175", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:44442|issue:45803", + "issue:44442|issue:44898", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:43493|issue:43827" + ], + "prepared_review_unit_hash": "9cc467a7c4d2d86adbf94a513aaf8433d0ce387035323895cf665835cc8dc80a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft-similarity links are mostly lexical and do not indicate the same underlying bug or change. I rejected all soft edges and did not find a true duplicate group here.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the items span unrelated bugs/features, so any single issue would be an arbitrary representative rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most representative broad user-facing regression in the set: it is open, has discussion/inbound refs, and concerns incorrect module restoration in a common save/load path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are processor/template argument bugs, but one is about audio sampling-rate defaults and the other about an unsupported `center` arg in a feature extractor; different code paths and fixes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "`tp` OOM during model load is unrelated to `resume_from_checkpoint` key mismatches in training state handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is a tensor-parallel load OOM and the other is increased CUDA reserved memory under int4 quantization; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is a config/runtime issue, while the Qwen3-VL issue is a model-shape load mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer `AddedToken` argument duplication is unrelated to `list_repo_files` not forwarding `revision` in hub tooling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Whisper/transformer audio, but one is a FlashAttention failure for Ministral-3 and the other is empty-transcription generation after token alignment." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "They are both sequence-processing bugs, but one resets recurrent state in Qwen3.5 MoE and the other ignores `skip_special_tokens` in Whisper batch decode." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same as a model-specific `post_init` option policy issue in `patchtsmixer`." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Both mention state/initialization, but one is about a clearer LayoutLMv3 error message and the other about output embeddings being reinitialized after resizing." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failures are unrelated to Whisper failing on empty transcription after `align_special_tokens`." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are different failures in different execution paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "A MacOS bus error loading CLIP is not the same as SIGLIP2 producing zero probabilities; different symptom and likely root cause." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific implementation bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and missing `pad_token_id` on Llama4Config are separate configuration surface issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Fuyu tensor conversion exception handling are unrelated tokenizer/data-collation bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is not the same as Perceiver failing on non-default resolution interpolation." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden states is a forward-output bug, while ModelOutput key assignment is a generic container bug." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to LayoutLMv3's error-message clarity." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are separate training issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading failures are both load-time issues, but they affect different mechanisms and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct behavioral bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failures are not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a model-loading compatibility bug, while Qwen3.5 checkpoint corruption is a save_pretrained regression." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate not unpacking BitNet packed weights is a load/adapter issue, not tokenizer loading." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is a model implementation mismatch, while the docs issue is purely documentation after pipeline removals." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:32090|issue:33290", + "issue:41628|issue:45372", + "issue:44568|issue:45479", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44077|issue:44479", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:33290|issue:34689", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:42617|issue:43575", + "issue:43295|issue:44871", + "issue:33290|issue:36331", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "1f5751463dab58080b295518730e60c2423a2bac518fdbe776ec921a45156b56", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: these issues span unrelated regressions in configs, processors, tokenizers, DeepSpeed, multimodal loading, and training utilities. None of the soft pairs look like true duplicates or mergeable same-bug candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated bug reports rather than duplicates of one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster. The closest matches are still cross-topic false positives, so selecting one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: Gemma3TextConfig API inconsistency vs. Qwen multimodal text_config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated regressions: CLIPVisionModel hidden_states handling vs. torch.compile branching in attention kernels." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both involve Trainer/DeepSpeed, but one is a NoneType broadcast error and the other is an Adafactor OOM; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different dependency paths; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the sequence-classification zero-loss bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are loading/import regressions, but they affect different APIs and failure mechanisms." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token configuration are distinct issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence bugs affecting different classes and reload behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init gating and Qwen video input regression are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to model config recognition for Olmo-Hybrid." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are not the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are different failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor vs. double optimizer.step() under DeepSpeed are different issues." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config behavior, but the affected models and symptoms differ." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal/video input bugs in different Qwen models and different call sites." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug and FlashAttention failure are distinct model-level issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus test failure do not share a concrete code-path problem." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer access regression and pipeline translation-task messaging are different v5 regressions." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Sam3VisionEncoderOutput missing attribute are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same defect." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2-57B-A14B-Instruct OOM are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and eos_token_id mismatch are distinct model-processing issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to CustomTrainer.compute_loss signature drift." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during optimizer use is unrelated to token embedding reinitialization in post_init." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41720", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43575|issue:43742", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:43232|issue:43388", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44617|issue:45584", + "issue:44190|issue:44964", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:43931|issue:44060", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "5bfff1699de32ceb8bf95271ea35685054bb8b037ea7f5839a21ce65b38cbe9b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bug reports. I found no soft pairs that look like the same underlying issue or change, so all candidate edges are rejected. The most representative issue here is the open save/load regression around custom modules.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45698 is the clearest broad, actionable bug report in the set: open, well-scoped, and centered on a recurring save_pretrained/from_pretrained failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it describes a concrete, user-facing regression with a general loading/saving path and strong triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM3 problems: a dummy Conv2d layer vs CUDA OOM in video inference." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated load-time failures: tensor-parallel OOM vs a key error when loading a different model." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Separate training/modeling bugs: LoRA merge collapse vs missing default mm_token_type_ids." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems and symptoms: CLIP hidden_states regression vs Qwen video input regression." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading errors, but one is gguf tokenizer/model handling and the other is missing model_type config support." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug vs metric gathering dropping labels; no shared code-path." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Config eos_token mismatch is not the same as quantized model reload breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 init breakage vs a specific GPTNeoX config field not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading/saving, but they are different failures: legacy field handling vs wrong custom module restoration." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different cache bugs in generation: missing cache in chunked prefill vs recurrent state reset with seq_len>1." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "No concrete overlap: CLIP vision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy issue vs non-persistent buffer initialization bug; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different failure modes: multimodal video input regression vs serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "No evidence they share the same bug; isolated reproduction of another issue is too vague to merge." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading trainer script failure vs Phi-4 multimodal model loading error are different problems." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is buffer initialization corruption; the other is a config value not round-tripping on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the category-count runtime limit." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch during Qwen3-VL loading is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error is a different issue from flash_attention crashing on s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse and incorrect visual encoder keys on save_pretrained are different save/load bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but the assistant mask bug and vision_position_ids bug are distinct code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to the local dataset-loading script bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation cleanup is not the same as a model correctness regression in SigLIP2." + }, + { + "left": "issue:44534", + "right": "issue:45245", + "accept": false, + "reason": "Non-persistent buffer junk and category-cardinality limits are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43761", + "accept": false, + "reason": "Broad Transformers 5 init breakage does not match the CLIP hidden_states regression." + }, + { + "left": "issue:43931", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:45698", + "accept": false, + "reason": "Bad SigLIP2 outputs and wrong custom-module restoration after save_pretrained 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": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44462|issue:45907", + "issue:43976|issue:44855", + "issue:44938|issue:45542", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:35141|issue:42490", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:44734|issue:45632" + ], + "prepared_review_unit_hash": "ed38c052226f1c01edd8748a5671cbf8c895f6f03524c66e0383f515b1e603c5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35849, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic group of distinct Transformers bug reports, not a true duplicate set. The items share broad themes like import regressions, config loading, and model-specific runtime bugs, but the concrete failure modes differ too much to merge any soft pair.", + "confidence": 0.96, + "canonical_issue_reason": "issue:41628 is the clearest, most general user-facing regression in the set (a direct import failure), but the cluster is still too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the strongest representative issue because it is concrete, reproducible, and broadly understandable, even though it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repo/model-loading behavior, but one is about tokenizer.json being ignored and the other about forwarding revision in list_repo_files; different bugs and code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python/version compatibility is the only overlap; one is a packaging/runtime support problem and the other is a torch.jit parsing error on a specific model import." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: Python 3.14 import/load breakage versus missing TensorFlow backend handling when only tensorboard is installed." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One concerns PatchTSMixer post_init optionality, the other strict config rejection for granite_speech; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime errors, but one is Qwen3OmniMoe video input validation and the other is serve/KV-cache continuation indexing; separate problems." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize_token_embeddings is unrelated to the trailing-slash local model import warning." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale device-override test failure and removed Sam3LiteText auto-mapping references are different test/setup issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig is a model config bug; local dataset loading in an example script is unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is about LlamaConfig head_dim validation, the other about rope validation accepting JSON-loaded lists; same general area, different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 and a local dataset loading issue are not the same code-path problem." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized-model config loading and a bare-except error-hiding bug are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different export paths; not a single duplicate defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization from None and strict dropping of a missing field are separate config-shape issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings mishandling is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to the _torch_extract_fbank_features problem." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limits and Whisper empty-transcription handling are different failures with no shared code path." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma4 embedding-resize behavior are distinct model-API bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is inconsistent outputs under compiled forward while the other is a stale warning in paged generate; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled failure on torch >= 2.9 and the other is a version-check/import issue for AuxRequest; not mergeable as one fix." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3 and incorrect save_pretrained behavior in Qwen3.5 are different model-specific serialization/tie-weight issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance being slow is not the same as unsafe sys.modules access; broad import-time theme only." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing names from different modules; both are import errors but not the same underlying export bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions 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": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:41950|issue:44016", + "issue:42490|issue:45632", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43388|issue:43688", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "e6ca0513219f507dec629c748cf4bd4dd6bd858eb1f4a82a98365f838ca9531b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36967, + "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 mostly a loose collection of unrelated Transformers regression reports: model loading/import errors, config issues, generation bugs, and a few docs/test problems. I do not see any soft pair that is clearly the same underlying bug or change, so no pair should be merged as duplicates. The broadest umbrella issue is #45020, but it is still too general to serve as a true duplicate canonical for the whole set.", + "confidence": 0.68, + "canonical_issue_reason": "#45020 is the broadest and most central issue in the set, covering recent-version regressions that break model loading and remote_code flows. That said, the surrounding issues are still too diverse for it to be a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best umbrella issue because it most closely matches the dominant theme of version-induced model loading breakage across several reports, even though the cluster is not a single duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code-related behavior, but one is about removed API usage breaking remote-code models and the other is a local cache-path collision. Different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both concern config/model loading, but one is missing fields from AutoConfig with trust_remote_code and the other is unrecognized model/config.json handling. Not the same failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription failure after token alignment. Different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and different root causes: Phi-4 multimodal loading vs stale auto_mappings references." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal load failure." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load failures; no shared underlying bug is evident." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral models, but one is about saving dequantized models and the other about FlashAttention loading/runtime behavior. Not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline behavior and a notebook syntax error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local model paths, but one is a trailing-slash import warning and the other is a cache-path collision for shared leaf names. Different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references are different problems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different training bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer/image passing regression and t5gemma embedding resizing are unrelated code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but the titles indicate different packaging problems with no shared concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label bug and a documentation mismatch for return_all_scores are not duplicates." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different model/config loading failure versus image processor torchvision dependency issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is load-time breakage in v5.0.0.dev0 and the other is a save_pretrained regression in v5.4.0. Different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args not being used and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs mismatch and an unrecognized-model/config loading failure are not the same underlying issue." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resizing in t5gemma and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both relate to model config loading, but one is an unrecognized model/config.json problem and the other is AutoModelForCausalLM not unwrapping text_config. Different defects." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss computation and mm_token_type_ids defaults are different multimodal/training issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom among many in the broader import-error report, but there is not enough evidence that they are the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import-related, but they concern different missing symbols from different modules and different causes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and a TensorFlow/tensorboard backend import 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": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:44016|issue:44062", + "issue:32090|issue:35141", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:43976|issue:44279", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:41950|issue:43650", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:44521|issue:45325", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:43650|issue:45290" + ], + "prepared_review_unit_hash": "4304cbd4bb8885fc7e2f42bcc5e8f9b29a47f6da6c02a42615c35ceafaf9aa37", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs only share broad subsystem vocabulary (tokenizers, multimodal, quantization, CI, docs) but not the same underlying bug/change. I would reject all soft edges; there is no clear canonical issue or PR here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated regressions and feature requests across different models, pipelines, and utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for duplicate triage; the closest matches are still about different code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both involve vision/model plumbing, but one is a pipeline processor lookup bug and the other is a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated problems: Python version compatibility vs a PEFT minimum-version bump." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: Blip2 dtype propagation on load vs Qwen3.5 checkpoint saving correctness." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword duplication are distinct issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to token embedding resize/post_init reinitialization." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are different symptoms, causes, and code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both mention dependencies, but one is a generic transformers dependency issue and the other is a specific unreleased PEFT version constraint." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example/model-processor mismatch is not the same as stale text-classification docs." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder data request and an AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions affecting different models and APIs; not the same tokenizer bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json is separate from the Mistral regex patch crash." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version/package-compatibility report is not the same as a model-loading regression." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency trouble does not match the specific version-support complaint." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different utilities and failures." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata mismatch is different from AutoTokenizer preferring the wrong source file." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video pipeline processor lookup and a placeholder data request are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video-shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is not the same as Kosmos2.5 long-OCR index overflow." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and RoPE position scaling are separate bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed auto-mapping entries and leftover dummy classes are distinct CI hygiene issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different lifecycle problems." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embeddings/weights, but one is save serialization of tied weights and the other is resize_token_embeddings not propagating outputs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision discussion and torch.split return handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention support for a specific model is not the same as compiled flex_attention breaking on torch>=2.9." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is a serialization bug, not a performance regression." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and a chat-template crash on tool-call assistant messages 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": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43299", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "e4747e1e62f358b633ce735429c6bfedcc789fc4f313e04f36464bc320b186d9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36409, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that only share broad surface themes like imports, v5 regressions, or multimodal/model-loading issues. I do not see any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.27, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:41628 is the broadest and most central API-regression report in the set ('Cannot import name AutoImageProcessor'); however, the cluster is not truly cohesive, so this is only a weak canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:41628 is the best representative by breadth and clarity: it is a direct import/API failure in the Transformers public surface, which is the closest recurring theme across the cluster. Still, it is not a strong duplicate anchor because most other items are model-specific or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: saving processor files vs loading Gemma-4 with ZeRO3." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 vs an ESM2 model regression; different code paths and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to a device-mapping forward crash." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are wrong outputs, but on different models/components: CamemBERT MLM vs Deepseek tokenizer." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading regression for a specific repo vs a TensorFlow backend installation issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument vs incorrect model/pipeline outputs for SigLIP2." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different import failures: sentence-transformers nn import vs undefined TF backend." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report; no shared bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading issues with different failure causes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config metadata bug vs Gemma-4 loading under ZeRO3." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug vs CUDA OOM on a Sam3Video model." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache issue during chunked prefill vs CLIPVision hidden_states regression." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to multimodal assistant_mask generation." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 missing pad_token_id is not the same as trust_remote_code dropping fields from AutoConfig." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to Python version compatibility." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs slow import; no same underlying bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output issue vs a wrong docstring." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility and the other is model loading; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different auxiliary-loss bugs in different models and under different flags." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question is unrelated to missing transformers.onnx." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config errors are different failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol imports from different packages." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading_report ANSI output bug is unrelated to GLM-5 RoPE discussion." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and likely different regressions." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup bug is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export is unrelated to Python 3.9/3.10 compatibility." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:42886|issue:46132", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45081|issue:45362", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45412|issue:46123", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:45987|issue:46082", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:44496|issue:45003", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "174a22e42dafb6e0fca1612fda99a4d2d3acde667f778e3522fd8e17c1563924", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35338, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystem keywords (tokenizers, generation, configs, deepspeed, audio, vision) but not the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs in the set.", + "confidence": 0.24, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44246 is the broadest cross-cutting regression here, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best global representative only because it is broad and central enough to stand in for the cluster, though the set is too mixed to justify a real canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is a generic Flash Attention 2.0 topic, not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version compatibility and a multimodal model loading failure are different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of a helper used by trust_remote_code are unrelated issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache tokenization loading and AttentionInterface.register behavior do not point to the same underlying change." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "A MoE load-balancing loss omission and an AMP/CUDA image-loss crash are distinct bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and Gemma eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patching and Qwen chat crashes are different concrete code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are separate model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a reported filtering slowdown are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping final partial-batch results are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer behavior changes and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs/behavior mismatch in TextClassificationPipeline and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen image processor import failure and DeepSpeed/Bert zero3 index error are clearly different." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale paging warning in generate() are not the same problem." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update logic and ANSI handling in loading_report are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length contract and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure do not share the same root cause." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config handling, but one is a load failure and the other is silent field dropping; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct code paths." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model repo and masking tokenizer errors when protobuf is absent are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and a tokenization-version-change report are not the same underlying change." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config field handling and composite-config unwrapping in from_config are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and a ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import slowness are not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash and Gemma 4 token-type defaults are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type mismatch warning for sam3_video/sam3_tracker are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44060|issue:44077", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:43452|issue:45003", + "issue:43673|issue:43827", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "d00d3bd599a400ba1b141553b2306a85722d42576b96e8eb6115ff23a25fe205", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36937, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, APIs, and regression types. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43646 is the broadest regression report in the set: Transformers 5.0.0 breaking custom model initialization. It is the best umbrella-style issue among otherwise mostly model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most generally applicable and central to the apparent v5 regression theme, so it is the strongest single issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: SAM 3 video encoder missing a field vs a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different bug signatures and model families: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated runtime paths: stale indexer cache on second forward pass vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a ZeRO3 from_pretrained load issue and the other is double optimizer stepping; not the same root cause." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning is not the same as a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings on different code paths: tied-weights config warning vs stale num_return_sequences warning." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mapping references are unrelated subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but chunked_prefill cache handling and /v1/responses KV-cache indexing are different concrete bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading on 4.57.3 and Gemma4 multi-GPU CUDA OOM have no shared underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch during loading is distinct from a tied-weights warning in Qwen3.5." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weight warning logic and patchtsmixer post_init policy are different issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Removed image_utils import and protobuf error masking are separate tokenizer/utility regressions." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec/regression warning are different tokenizer/decoding bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer_config.json mismatch and missing processor files are distinct serialization problems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrading Transformers are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is broader, but ESM2 is a separate model-specific regression." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file from_pretrained breakage and unsafe sys.modules access are different code paths and failures." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and docs still referencing removed pipeline() APIs are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and DeepSpeed double optimizer stepping are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A speed regression after upgrading Transformers is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate save/load bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but sync_gpus kwargs handling and chunked_prefill cache behavior are different failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error and Sentence Transformers getting stuck loading are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input bugs in different Qwen/SAM model families; no evidence of a shared root cause." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A SAM/Qwen video-encoder attribute error is unrelated to trust_remote_code losing fields in AutoConfig." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report does not match the specific Gemma4 ZeRO3 from_pretrained failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123" + ], + "soft_pairs": [ + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44964|issue:45137", + "issue:44496|issue:45561", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43065|issue:46123", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "be7240d23d0ba6fc91e17704d0e75fb9b2a40397654a0bdf31ce1359028c31d8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, but it does contain two exact duplicate anchors: the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the Qwen3.5 MoE from_pretrained error pair (45310/45478). The remaining soft links are mostly broad theme overlaps (imports, Qwen, FP8, tokenization) rather than the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is a strong canonical issue because it is one half of an exact duplicate pair with the same title and symptom, and it has the richer discussion trail; however, the cluster also contains another exact duplicate pair (issue:45310/issue:45478), so this is not the only duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue representative overall because it is an exact duplicate anchor with more discussion activity than its twin and is clearer as a canonical entry for one of the two true duplicate subclusters.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different problems: a Qwen3-VL-Moe bug vs missing processor save_pretrained files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated: TF32 settings guidance vs a remote-code/meta-init model loading incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: a Sam3VisionEncoderOutput attribute error vs add-new-model-like / tokenizer mapping logic." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crashes in unrelated areas: tokenizer regex patching vs auto-docstring annotation handling." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different issues: quantized model saving vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained failure; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but one is a generic from_pretrained error and the other is a vision config field being dropped." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different APIs and different failure causes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same model, same symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8-related bugs: accuracy regression vs save_pretrained failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different namespaces and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 save_pretrained, the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "No shared bug: model saving failure vs a specific model import error." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different domains: dependency backend packaging vs leftover dummy classes in repo checks." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/MoE area, but different models and different failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated: model loading incompatibility vs a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different subsystems: model config recognition vs pytest-xdist file race." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and different bugs: VitPose breakage vs Gemma 4 token-type defaults." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model behavior bugs: padding-mask batching mismatch vs router-logit loss accounting." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test worker race is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation/serving bug vs a Janus image-generation test failure." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch for pipeline arguments is unrelated to a parallel test race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization behavior, but one is clean-up spacing in v5 and the other is add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Completely different bugs: loading hang in sentence-transformers vs embedding reinitialization after resize." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different models and different failures: dummy Conv2d placeholder vs final partial batch handling." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime kernel divergence bug; the other is a wrong docstring." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failure surfaces: processor save_pretrained output vs Qwen3.5 MoE loading." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different execution contexts: dtype drift between train/eval vs a ZeRO3 deque underflow." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing names and different compatibility breaks." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different areas: serve KV-cache continuation indexing vs auto-docstring annotation parsing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded: the packet contains another exact duplicate pair, issue:45310 and issue:45478, so it is inaccurate to call issue:42673/issue:43704 the only strong duplicate anchor. The soft-edge rejections are generally conservative, but the best/canonical rationale and confidence overstate how singular the duplicate structure is in this cluster." + }, + "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": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43673|issue:44188", + "issue:44448|issue:46132", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:30333|issue:35141", + "issue:43232|issue:45834" + ], + "prepared_review_unit_hash": "436db670b87c0afd073761d36f2b3f834864bd9e454b54db855410a426d11f50", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of superficially similar Transformers issues, but the soft pairs are not true duplicates; they span unrelated training, tokenizer, multimodal, packaging, and generation bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical for the whole cluster because the items are heterogeneous; at best, 42898 is a broad tokenizer-v5 regression example, but it does not cover the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative because the cluster does not share one underlying bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training and DeepSpeed Adafactor OOM are unrelated trainer problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is a load failure and the other is missing BOS/EOS insertion; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is codec handling in Kimi-K2.5." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer-related v5 regressions, but clean_up_tokenization_spaces and DeepSeek incorrect output are distinct bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin issue and leftover dummy PT classes are unrelated maintenance problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3 MoE issues, but tied-weight warnings and missing _tp_plan are different model-initialization concerns." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both affect multimodal model loading, but one is a missing image patch helper and the other is meta-init compatibility for old checkpoints." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "One is tokenizer cleanup behavior, the other is Pegasus output drift; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling and torch.compile attention-kernel branching are separate code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read error and a double optimizer step under DeepSpeed are different runtime bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-related only at a very broad level; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend extras packaging and an image_utils import failure are unrelated import/package problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support and a nonexistent image_utils import are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer_class metadata." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config defaults and ModelOutput key assignment are unrelated object-init bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output and local dataset loading are different example failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata and DeepSpeed double optimizer stepping are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Image-classification dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/runtime issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 config initialization and Whisper timestamp decoding are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model save_pretrained and processor.save_pretrained missing files are both saving-related but not the same object or failure." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression and auto_docstring annotation handling are different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature changes are distinct trainer issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import and huggingface_hub is_offline_mode import are different missing-import problems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim rejection are unrelated validation bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata and Qwen3.5 MoE from_pretrained errors do not share the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size questions are different save_pretrained concerns." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing import error and failed-training MLflow reporting are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding resize/post_init reinitialization are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index error 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": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "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" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44263|issue:45092", + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:43479|issue:44913", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43576|issue:43784", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "9ecdfef919c14c9040de2db607f28ee865a540252d115a9c9db5c0977567c4b2", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35173, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are semantically related only at a very broad Transformers-v5 / model-IO level, but they span distinct bugs: import/export failures, tokenizer behavior, quantization save/load, config handling, multimodal processor crashes, and runtime accuracy regressions. None of the soft pairs look like true duplicates of the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella in the set for import-related regressions after upgrading Transformers, but the cluster is too heterogeneous for it to serve as a true canonical duplicate for everything here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output errors are different code paths and different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split/indexer bug is unrelated to remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request acceptance and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is a torch.split return issue and the other is a missing ReLU; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different serialization/loading problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "apply_chat_template batching crash is unrelated to the auto_docstring annotations AttributeError." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-init logic and non-persistent buffer corruption are separate defects." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure in v5 and Gemma-3 eos_token_id mismatch are different tokenizer issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/load on different models, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stalls and SigLIP2 zero probabilities are unrelated model/runtime bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model saving, but the affected models and failure modes differ (dequantized save vs broken save_pretrained/from_pretrained roundtrip)." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration is not the same as NaNs appearing during checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config issue, not a checkpoint meta-init incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target different symbols and likely different registration/export causes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexing/math behavior and a docstring typo do not describe the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import failures." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct persistence are unrelated config bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping behavior and missing BOS/EOS insertion are different tokenizer semantics." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import failure is not clearly the same underlying bug as a broad v5 import-error report." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output and image-specific infinite loop are different runtime issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized-model save failure are separate persistence/loading bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder-type mismatch are different tokenizer problems." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different 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": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:43550|issue:46132", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:44261|issue:44373", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43232|issue:45245", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "c08589dd78435e54a01dc44c0704c65b947e23d59e210389bc4e497d04942ad5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are superficially similar Transformers v5/import/tokenizer regressions, but they describe different bugs or model-specific failures. No soft edge looks like a safe duplicate merge; 45278 is only the broadest umbrella-style issue among them.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest representative because it covers multiple import regressions after upgrading Transformers, while most other issues are narrower, model-specific, or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best single issue to represent the cluster because it is the most general migration/regression report and could plausibly absorb some of the import-related complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and failure modes: generation kwargs handling vs D-FINE auxiliary losses." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "One is a Transformers 5 custom-model init regression; the other is NaNs in classification heads." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers is unrelated to a MacOS bus error with a CLIP model." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat template tool-call crashes are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in save_pretrained are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps config value is unrelated to a docstring error." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior changes in v5 are not the same as a multimodal batched chat-template crash." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific AutoImageProcessor failure and the other is a broad upgrade report; not enough to treat as the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is unrelated to Qwen3-Next tied-weights warnings." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer-loading regression and a FastSpeech2ConformerTokenizer-specific failure are too different without stronger evidence." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer load failure and incorrect tokenization output are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale auto_mappings CI references are different import problems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failure and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat templates, but batched tokenization and all-zero assistant masks are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning and a missing fpn_position_embeddings attribute are different SAM 3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids requirements are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same root cause." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and a loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer output differences in v5 and DeepSeek tokenization regressions are not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file load breaks are different serialization/loading paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification empty results are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44351", + "issue:44380", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42831|issue:45753", + "issue:42371|issue:43874", + "issue:43493|issue:45753", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "2e66e7215235bb36cca288d6d69d1412eca7d259f5e708d5c7f9ce33b69aacb5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of Transformers v5 regressions, mostly tokenizer, model-loading, and multimodal API issues. The broad upgrade-regression report is the best anchor; none of the soft pairs look like safe duplicate merges.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, describing multiple import failures after a 4.57.0 \u2192 5.5.0 upgrade, so it is the best cluster anchor among issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster\u2019s overall theme of version-upgrade regressions and API breakage, even though many other issues are narrower model- or tokenizer-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different bug classes: tokenizer offset mapping vs model loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a general v5 issue and the other is FP8 save_pretrained behavior; not the same path." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained checkpoint corruption and from_pretrained loading error are related only broadly, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are unrelated behaviors." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two different missing imports/symbols in different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure and tokenizer spacing regression are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenization differences and flash-attention generation failure are distinct regressions." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version check bug; unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import error vs slow/fast tokenizer inconsistency; different underlying problems." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight loading and AutoProcessor kwarg forwarding are separate from_pretrained flows." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads; different symptoms and fixes." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue and a PyTorch import guard bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are distinct model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer post-train evaluation failure do not share the same code path." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and a multimodal infinite-loop bug are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API messaging and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate multimodal bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained visual-key regression and Qwen3.5 from_pretrained failure are adjacent but not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but one is save/load checkpoint handling and the other is a load-time error; too different to merge." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline docs/error-message bug are different surfaces." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example failure and vision-language model discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior and flex_attention version checking are unrelated issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale warning about num_return_sequences are different generation issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import and a broad multi-import regression are too coarse to treat as the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption in training and missing generation cache in chunked_prefill are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention scaling being ignored and causal-vs-bidirectional mask construction are different attention bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and offset-mapping mismatch are not the same concrete failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in classification heads are separate problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning removed pipeline APIs is unrelated to the flex_attention import/version issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46002" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:43381|issue:44945", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:42371|issue:44261", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "6900f6a88ea57ec3de4951c21c09d260ba27cb4ce3f1ebc54c6ea818446ee055", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35758, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated transformer issues: import errors, tokenizer regressions, model-loading/config bugs, dtype/precision warnings, and optimizer behavior. None of the soft pairs look like the same concrete bug or a mergeable PR pair.", + "confidence": 0.77, + "canonical_issue_reason": "No perfect canonical exists, but issue:43122 is the best representative of the tokenizer-regression subset because it clearly describes a reproducible v4.57.3\u2192v5.0 behavior change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43122 is the strongest self-contained bug report in the set, with an explicit version comparison and concrete tokenization mismatch that could anchor nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: ONNX import path missing vs confusing LayoutLMv3 validation error." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash-attention auxiliary-argument crash are unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as pipeline-parallel output corruption." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and different failure modes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is separate from Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight is unrelated to NaNs in classification heads after init." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision crash are different underlying issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and PyTorch version gating for flex_attention are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Mapping-name None handling and Mistral regex patch crash affect different tokenizer internals." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and fixes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in other models are different bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained failure are not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpointing are separate code paths." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument error and PretrainedConfig type checking regression are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping bug and runtime special-token post-processor update are different tokenizer behaviors." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "ViTpose model breakage and undefined TensorFlow backend from tensorboard install are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 model-type mismatch is unrelated to MobileLLM key-error loading." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalidity and unrecognized model/config.json model_type error are distinct." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging mismatch with torch-only install is unrelated to vitpose model breakage." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection is not the same as streaming inference failure on a specific model." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A single Phi-4 multimodal load regression is not the same as broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and double optimizer steps with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer regression in v5, but one is decoder type and the other is output drift." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compilation warning for bfloat16 is not the same as BLIP2 dtype staying float32 on load." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior warning and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different failure domains: missing configuration symbol vs fbank feature-extraction 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": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "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:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "d7782917e145227e371e1884eb5b49d4023bbcc1a6a75e94c5717c88781bf14f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37350, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated import errors, model-specific regressions, config/warning issues, and training/runtime bugs. All soft similarities are superficial (shared model names or broad API terms), so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are heterogeneous. If forced, issue 43097 is the broadest release-regression complaint, but it does not meaningfully represent the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the closest thing to a representative issue by breadth and visibility, but it is still too specific to serve as a true umbrella for these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different bugs: qwen3next missing projections vs Qwen3.5 MoE load failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained shard-size question; the other is a from_pretrained model loading error." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM, but this is a torch.split indexing bug vs a RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A config deprecation warning is not the same as unexpected position-id key errors in model loading." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs MLA q_a_layernorm precision/config issue; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose breakage and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a SAM3 model-type warning." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig typing regression and TensorBoard-without-TF backend error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but they affect different models and different concrete failures." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure; different problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A memory leak report is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are separate numerical issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL-related regressions: weight-shape mismatch vs a broader v5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config deprecation warning vs gguf_file loading breakage; no shared code path." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different models and different config fields." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-processor method vs torch.split return handling; no overlap beyond generic model bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and max_shard_size behavior are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different packages and different missing symbols." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config flag warning is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: configuration_utils.layer_type_validation vs top-level HybridCache." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embedding deprecation and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-family config/model bugs, but they affect different fields and different model variants." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-related, but they are distinct model families and distinct failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making requests and missing embed_tokens.weight are unrelated load-path issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and future-annotations crashes in auto_docstring are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation are separate model internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44964", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46123" + ], + "soft_pairs": [ + "issue:45341|issue:45859", + "issue:44964|issue:45341", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43673|issue:46123", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43299|issue:43867" + ], + "prepared_review_unit_hash": "0e6f538b4677555898bdbedb1bd483f6c84619f7c68a8348b0a519501b797cb0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across different Transformers subsystems. The soft links are weak thematic similarities (v5 regressions, loading/import errors, testing-utils bugs) rather than true duplicates, so none should be merged.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44964 is the clearest representative of the broad user-facing regression theme: a model that fails to load with the latest Transformers. It is well-scoped and concrete, even though this set does not contain a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best standalone reference point for the group because it reflects the common pattern of latest-version model-loading breakages seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing-utils bug vs Qwen3_5Moe CPU-offload incompatibility; unrelated code paths." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model-loading regression vs a small testing_utils bug; not the same underlying issue." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API vs quantization/offloading behavior; different failures." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision crash for video models vs tokenizer mapping None; different roots." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs unrelated reproduction issue; no concrete overlap." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Training script failure vs testing-utils bug; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor/video-model import crash vs chat-template tool-call crash; different paths." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision vs mistral_common import error; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but one is a small testing_utils bug and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor crash vs testing-utils bug; no shared underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils bug vs flash_attention AttributeError; different subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; distinct models and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load vs a question about max_shard_size; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Bad pipeline error message vs inability to save Pipeline objects; different behaviors." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning vs SDPA compile failure; not mergeable as one fix." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning vs tie_word_embeddings warning; unrelated symptoms." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization bug vs infinite loop on a specific image; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure vs pipeline save_pretrained issue; different save paths." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model runtime failure vs mask generation partial-batch bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill vs pipeline batch-finalization bug; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe vs Qwen3.5 MoE from_pretrained load error; same family, but different concrete bugs." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "chat/completions API rejection vs Qwen2_5_VLProcessor batched chat-template crash; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast reduce_labels defect; different components." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Warning during bfloat16 compilation vs flex_attention compilation failure on newer torch; distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local-path import warning vs bfloat16 precision warning; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and causes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Duplicate of another non-match pair: generation cache bug vs mask pipeline batch bug; not the same underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import vs local_files_only still making API requests; different failures." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage vs fp8 inference support request; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API endpoint compatibility problem vs assistant tool-call chat-template crash; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions no longer assigned vs CLIPVisionModel hidden_states missing; same family but different regressions." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling ignored under SDPA/FlashAttention; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "chat/completions API breakage vs Qwen2.5-VL video vision_position_ids issue; different layers of the stack." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.0/3.5 MoE loading failure vs sorted state_dict load error; both loading-related but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:42898|issue:43066", + "issue:43867|issue:45216", + "issue:43611|issue:44655", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:44380|issue:46132", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43867|issue:45375", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "50c9f55bab63cf70290fc7b1bf291da1d1cf23e97178c234aa95bdd78ef9cf7a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37555, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mixture of Transformers regression reports across unrelated models and subsystems. The only strong near-duplicate signal is the Qwen3.5 MoE from_pretrained error pair; most other soft links are same-symptom but different root-cause issues.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45310 is the earlier Qwen3.5 MoE from_pretrained report and is the better canonical anchor for the exact-title duplicate with issue:45478; it also has an inbound reference, which makes it slightly more central.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single issue to keep because it anchors the only clear duplicate pair in this set and represents the most concrete repeated Qwen3.5 loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeError-style model bugs, but they affect different models and different missing fields; not the same underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is quantized model checkpoint failure and the other is Pipeline.save_pretrained support; different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to pipeline save_pretrained failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize_token_embeddings and bidirectional-attention mask construction are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages/symbols; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "One is FlashAttention support gating for a model, the other is an invalid GenerationConfig error; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Test flakiness due to missing set_seed is unrelated to tokenizer decoder type changes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Loading a sorted state_dict and saving an incorrect Qwen3.5 checkpoint are different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE discussion are different issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated config bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask semantics and LlamaConfig head_dim validation are separate configuration problems." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but they concern different model configs and different absent fields." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained corruption are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling being ignored is not the same as AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the specific infinite-loop-on-image bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 vocab_size missing and router load-balancing loss omission are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL model loading failure and Qwen3_5 image infinite loop are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading AttributeErrors with no shared root cause." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different model-loading bugs." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but they are different models and different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention unsupported-model gating is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict loading issues and a missing config field silently dropped are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model and different bug; only the general Transformers-v5 context overlaps." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors and a Python 3.13 torch.jit parsing issue are distinct." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling regression is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both are about slow/expensive `import transformers`; 41669 gives a concrete import-* root cause and 44246 is the same user-facing symptom." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed flakiness in one test file is unrelated to the xdist captured_info.txt race." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the canonical choice for the exact-title Qwen3.5 from_pretrained duplicate pair is well supported, and the soft-edge calls stay conservative. The one true soft-merge, issue:41669 \u2194 issue:44246, is plausibly the same import-slowdown symptom without overclaiming more than the evidence shows." + }, + "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": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44655|issue:44938", + "issue:43618|issue:44077", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43576|issue:46132", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "d9dcee6234c0978d4f63ca205367b72bdc26e877114f2c1130657991f8796ee8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37120, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same underlying bug/change. I did not find any soft pair that is a safe duplicate merge candidate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45125 is the most concrete and model-specific report in the set, centered on Qwen3_5Moe tensor-parallel behavior; it is also the closest topical match to another Qwen3.5 MoE report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 best represents the strongest recurring theme here (Qwen3.5/MoE/tensor-parallel loading issues), while the rest of the items are mostly unrelated import, docs, test, or save/load bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model load/save mechanics, but one is a generic state_dict sorting load error and the other is a Qwen3.5 visual-encoder key regression; different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but they are different reports on different versions and different load failures." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and symptoms: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM during loading; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Completely different topics: local model path warning versus optimizer argument handling." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: distributed optimizer-state corruption in training versus Pipeline save_pretrained behavior." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "An AutoModel PyTorch import dependency error is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different problems in different components: a DSA indexer discussion versus a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State_dict sorting/load error is not the same as the save_pretrained shard-size default question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment and an fp16 AMP crash are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: missing CLIPOutput attentions versus Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different components and fixes: CLIPOutput attentions versus patchtsmixer post_init policy." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs wording for TextClassificationPipeline is unrelated to a Python 3.14 loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a model-loading error for Phi-4 multimodal are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they affect different models and different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI breakages: seed-related flaky tests versus stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to AddedToken constructor argument duplication." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command output and AttentionInterface.register behavior are different features." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A specific SAM HQ integration test flake is not the same as a bug in testing_utils.py." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they concern different exported symbols and likely different causes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for tensor parallelism are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is specifically missing _tp_plan and the other is a broader from_pretrained error; not clearly the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs versus documentation confusion about forward arguments." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing vision config field are different Qwen3.5 MoE issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth is not the same as a checkpoint reload compatibility issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-from-pretrained loading and checkpoint reload compatibility are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained on MoE are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer update semantics are unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The local_files_only networking bug is unrelated to the unrelated placeholder issue 'racoon'." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092" + ], + "prepared_review_unit_hash": "204a39b31c968c370db1e357328bc1677a31fe7d65986518e66eed29a06ae48e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38119, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose grab-bag of Transformers v5 regressions, import errors, model-loading bugs, and unrelated docs/training issues. The soft links are mostly superficial theme matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report here: it explicitly summarizes the general v5 breakage across many models, which makes it the best representative of the cluster\u2019s recurring compatibility complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global issue candidate because it is the most general and central to the repeated v5/model-loading breakage theme seen in several nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache/update no_grad request; the other is a broad complaint that v5 breaks many models. Related theme, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different model families and symptoms: FP8 accuracy issue vs a missing method causing an AttributeError in GLM46V image processing." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and failures: Liger Kernel not applied in model_init versus a DSA indexer missing ReLU." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training-job MLflow reporting failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Both mention failures under v5, but one is about running compiled Python files and the other is PretrainedConfig type checking; not the same code path." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Doc reference to pipeline() after removals is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different problems: compiled Python file errors versus inability to save Pipeline objects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE wording, but one is a save_pretrained bug and the other is inference support for Qwen3-VL/Qwen3.5 MoE." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different causes: generic tokenizer loading vs Llama 3.2 Vision model loading." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression reports, but one is Qwen3VL MoE loading in dev0 and the other is checkpoint reload incompatibility after upgrading to v5.2/v5.3." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different import/export failures: huggingface_hub is_offline_mode missing versus transformers env command breakage." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are separate issues with no shared code path." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "cache/update no_grad behavior is unrelated to deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "v5 env command breakage is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue is too vague to match the Gemma-4 audio positional encoding bug; no concrete shared defect." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel, likely separate export surface problems." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer update decoration issue is unrelated to Python version compatibility with v5.1.0." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from configuration_utils and broken env CLI are different failure modes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the vague 'racoon' issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug does not match documentation drift for TextClassificationPipeline return_all_scores." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor import is not the same as compiled Python file execution errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast reduce_labels returning the wrong shape." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU issue are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is not the same as a generic bug report placeholder." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problem and tf backend error from installing tensorboard without TensorFlow are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a generic transformers v5 bug report and the other is specifically missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is 2D bounding box hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box failure is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate issues." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to a question about weight conversion scripts for deepseekv4." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong position_ids docstring and the vague 'racoon' issue are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a specific config attribute bug, not the broad 'v5 breaks too many models' umbrella." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and GenerationMixin cache missing during chunked_prefill are different refactors/bugs." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 upgrade regressions, but they affect different model loading paths and are not clearly 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": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43606", + "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:44623", + "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:46095" + ], + "soft_pairs": [ + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468" + ], + "prepared_review_unit_hash": "5a157fa7c6316a263acca1c6b8a382c55f5d5d62a59a9d3dc1b6497f263139cb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40647, + "estimated_input_tokens": 10162, + "estimated_eval_tokens": 20580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers issues, with a recurring theme of v5 regressions and loading/import behavior. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the recurring v5 breakage complaints, but it is too generic to be a precise duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the overall cluster because it captures the widest shared theme (Transformers v5 breaking multiple downstream use cases), even though it is not a tight duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig pad_token_idx bug is specific; 45850 is a broad meta-complaint about many models breaking in v5." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crashes are a model-specific failure, not the same concrete issue as a general v5 breakage report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky SamHQ integration test due to missing set_seed is unrelated to an inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor.from_pretrained is a different code path from scheduler parameter handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading not working are related in theme, but not clearly the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning for sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2 for NemotronH and Qwen3-VL 2D box hallucination are different model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken `transformers env` CLI command is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is too specific to be the same bug as an unspecified generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different API surfaces and failure modes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read errors are specific and do not match a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance and missing HybridCache export are different import-related problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import performance and a testing_utils typo are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is broader, but not the same concrete defect as general model breakage complaints." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-processor method causing multimodal token counting failure is model-specific, not a broad v5 regression duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox output problems and Qwen3.5 Moe from_pretrained errors involve different models and different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "An optional post_init policy issue is unrelated to an AttributeError in tied weight key extraction." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward doc confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance and cache-strategy typo do not share the same underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance cleanup and scheduler kwarg handling are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading issues are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer missing ReLU and Gemma4 audio positional encoding are entirely different issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied weight key extraction are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not establish the same underlying issue as a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Documentation references to pipeline() and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different multimodal math problems, not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler parameter handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and VRAM leaks in multi-threaded dataloader use are different issues." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Model.forward docs and a flash-attention import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization, but Liger Kernel being omitted and remote-code checkpoints failing meta init are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and Gemma4AudioRelPositionalEncoding are unrelated model-specific math issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage across dataloader threads and RoPE implementation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a weight conversion script request are not the same underlying problem." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 control settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API calls with local_files_only and timestamp calculation in a processor are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in processor.save_pretrained are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and dataloader-thread VRAM leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and Gemma4 audio positional encoding are different model/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e8c6545b49208aff4d965ee9e7d7e5d1948a6a1afbcec4a5652ad5fef8eafa70", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796477, + "estimated_input_tokens": 199120, + "estimated_eval_tokens": 398496 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 19, + "serialized_chars": 19179, + "estimated_input_tokens": 4795, + "estimated_eval_tokens": 9846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft pairs share at most broad subsystem similarity, not the same concrete bug. No PRs are present, and none of the candidate pairs should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single duplicate hub is obvious here; the issues are mostly unrelated. If one issue must anchor the set, #45290 is the clearest, most actionable standalone bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45290 is the strongest standalone issue: it describes a specific crash path with a narrow, reproducible trigger and clear expected behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and symptoms: GlmMoeDsaIndexer torch.split handling vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "One is an MLA q_a_layernorm epsilon precision/config bug; the other is a Gemma-4 audio positional encoding issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5, but the reported problems are not the same concrete bug: generic behavior regression vs wrong decoder type." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: scheduler kwargs handling vs an unrelated non-technical issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different helpers and failures: tied-weight key extraction crash vs apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing on list-typed _tied_weights_keys." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads is unrelated to the other item." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to the other item." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to tied-weight key extraction." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type in Transformers v5 is unrelated to the other item." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading from_pretrained is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer lacking a ReLU is unrelated to the other item." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure on training-job failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance issue in loading checkpoints vs documentation confusion in model.forward." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one asks for fp8 inference support while the other reports a from_pretrained error; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "from_pretrained checkpoint slowness is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models is unrelated to Qwen fp8 inference support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7e5919e4449cf1a64d1698a8a57d5eed0c8581510dfac98d121db281212291d8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three issues appear related only by broad Transformers/model-hub similarity, not by the same underlying bug. The two loading-related issues are still too different in failure mode to merge as duplicates, and the Tapas tokenization report is a separate problem entirely.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster\u2019s general model-loading theme, with the highest discussion activity; the other two are either narrower auth/download messaging (#15980) or a separate tokenization mismatch (#13244).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best cluster representative because it is the most generic and central user-facing failure, while the others are either more specific or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch for Tapas is a different underlying problem than failing to load bert-base-uncased; same library, different code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/load, but #15980 is specifically an unauthenticated private-model download error, while #16618 is a generic load failure for a public model; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "ef7a8bb25c70a1d05e838b909aeb2327097af991444d793273ac60e208541f36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 support vs. GGUF support. They are not duplicates and should not be clustered as the same underlying request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features for different model/runtime support paths: Flash Attention 2 architecture support vs. GGUF architecture support. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "3df77fc1ea0e0cae95520b874f0d63b44ed9307c58a516a018caf90d63e11887", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only strong duplicate set is the trio of near-identical placeholder issues about translating docs to ; the Turkish and Spanish issues are separate language-specific requests and should not be merged with them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical placeholder-template issues and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most suitable global issue within this cluster because it best matches the exact duplicate pattern; the Turkish/Spanish issues are distinct translation requests, not better canonicals for the same underlying task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical title/body template and almost perfect textual similarity; same underlying placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different concrete language targets (Turkish vs Spanish); same broad theme but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Concrete Turkish translation request vs generic placeholder template issue; not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Concrete Spanish translation request vs generic placeholder template issue; not the same underlying task." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: 43834/44365/44370 form the clearly near-identical placeholder-template trio, and treating 43834 as the canonical representative is reasonable. The Turkish and Spanish issues are plausibly separate language-specific requests, and the rejected soft-edge links are conservative given the weaker similarity scores." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "401d0dbf924c4e5b3ae228df0cacd532bebdc6ae368b543743293845c6389c15", + "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 dominated by templated model-request issues. Despite high textual similarity, the items target different model families, modalities, or architecture ideas, so none of the soft edges look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: these are distinct model requests rather than one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the broadest representative request in the set, but it still does not duplicate the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are unrelated model requests; similarity is only in request wording." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert vs Qwen3-TTS: different model families and different modality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct model additions, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 target different models and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is detection-oriented; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the sparse transformer request are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR (vision/detection) and Qwen3-ASR (speech recognition) are different requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model/modality support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request do not describe the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests with no shared code-path problem." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are related only by broad BERT-like naming, not by the same request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT models are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are different model-family requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and generic BERT-like models with RoPE are related only thematically, not as the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and separate support work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are both TTS-related but still different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different model capabilities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request do not share the same underlying fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support tasks." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests, not one concrete fix." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI Weight-Sparse Transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-related model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model capabilities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model proposals from different authors and domains." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "f6567e90502e8598dd44fcbedaa1eab19f51189ca8c7736752ee2c7cfd6f96ca", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issue reports only share superficial wording patterns; they concern different models, configs, and bug types, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bug classes: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint metadata." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is a model-specific bug, while kwargs not passed to loss calculation is a generic API/plumbing issue." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated models and failures: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss/ignore_value logic is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different code paths: Mask2Former model logic vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared underlying bug: Mask2Former ignore_value bug vs ModernBERTConfig type-hint issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is missing kwargs forwarding into a loss function; the other is an incorrect type annotation." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint correction and tokenizer regex warning are unrelated issues in different subsystems." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig annotation bug is not the same as a typo in a quantization operation attribute." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "0496bcee6f5444018626c6337b8cc50eb9890ee814d23e1acea53cec72bedbe7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one asks for block decoding behavior, while the other requests DeepSeek v3.2 support.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the more concrete, self-contained feature request, but it is not a duplicate of issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding vs model support for DeepSeek v3.2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "fc52fdf03553ab270d8563e64af81b599d9a2b21052e04748d4abef593c27f15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different Trainer concerns: one is about making `remove_unused_column` more customizable, and the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the more concrete, self-contained problem statement and a better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the clearest actionable issue, centered on a specific Trainer customization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: custom column removal behavior versus FLOPS counting for custom trainers. No shared code-path or same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "8ae5513144282608250e2bd926a91a0a8946c60f217ff763921f316679d53e77", + "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 two issues are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They concern different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate exists because the requests are for different underlying capabilities. If one must be selected as the broader representative, issue 43684 is the more general AutoModel registration request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more infrastructure-level request (model registration across AutoModel classes), so it is the better representative of the two, though it does not subsume issue 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different Qwen variants and different tasks (model registration vs sequence classification support); not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "1a5d4a2034f54de62ab9ea1c068043919021c2331656859a108071250096399a", + "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": "Issues 43845, 43846, and 43859 appear to be duplicates based on their identical title ('huggingface ') and strong soft-similarity scores. Issue 43835 looks separate because its title is different. I\u2019d keep 43845 as the canonical representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43845 is the earliest among the three near-identical 'huggingface ' issues and is a reasonable canonical representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster anchor because it is earliest and matches the other two issues\u2019 identical title pattern with the strongest available similarity evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and only weak soft similarity; no concrete evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared substantive evidence beyond soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and insufficient evidence to treat as the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical title ('huggingface ') and strong soft-similarity score support treating these as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical title ('huggingface ') and substantial similarity make this a plausible duplicate pair." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title ('huggingface ') and strong similarity suggest the same report was filed twice." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is directionally plausible, but the writeup overstates the evidence. In the packet, the only directly supported commonality among 43845/43846/43859 is the identical title 'huggingface ' plus soft-similarity scores; there is no body text to justify a 'title/body pattern' claim. I\u2019d keep the canonical choice conservative, but reject the summary because it attributes more evidence than the packet provides." + }, + "evaluator_used": true, + "retried": true, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "8fe8787669e27aa012356573f584c822d5f285aa12cd08c774dfcdc53fb5d424", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five issues are spammy or content-free and do not appear to describe the same underlying bug or change. No credible duplicate cluster is present; the soft similarities are superficial only.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44418 is the least spam-like and most plausible placeholder, but it still lacks concrete bug details, so it is only a weak canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best available issue for triage only because it looks like a real documentation request rather than obvious spam.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no bug or change details; identical filler titles are not evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no substantive body, so there is no concrete duplicate signal." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; the titles are too vague to indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated spam-style titles, not the same bug report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder do not describe the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The documentation-enhancement title is not enough to link this to a separate spam-only issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are identical spam placeholders, but there is no actual issue content to confirm a shared underlying bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated spam content and do not point to the same defect or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug/change is visible; these are unrelated low-quality issue titles." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "398a6d1c507c11045da6dc4544da6c0431138c7446b3a681d989881385be4505", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#45145 and #45151 share the same title and have a soft-similarity signal, but the packet does not provide enough evidence to confidently treat them as duplicates. #45145 is the better canonical candidate because it is earlier and has one inbound reference.", + "confidence": 0.7, + "canonical_issue_reason": "#45145 is slightly better established because it was created earlier and has an inbound reference, but the evidence is still only suggestive.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for canonicalization due to earlier creation time and the inbound reference; however, this is a low-to-moderate confidence choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and soft similarity are not enough to merge these as duplicates with confidence, especially since deterministic_accept is false and there are no explicit links, shared targets, or other stronger signals." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence and the soft-edge verdict is not conservative enough. The packet supports that #45145 and #45151 share the same title and have a soft-similarity signal, but it does not establish that they are duplicates with high confidence. Also, the soft pair is marked deterministic_accept=false, so accepting it is too strong for the available evidence. #45145 having an inbound reference does support it as a candidate canonical issue, but not with the level of certainty stated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "0cb0fa5f56090a039902da21f50651351b877feb2d8dfc8d78361d475ba9dc2e", + "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 two separate 4-bit inference bugs: one Gemma4/audio uint8-weight `torch.finfo()` failure, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an `AssertionError`.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it describes a broader, configuration-level regression in BitsAndBytesConfig with a clear failure mode and likely wider impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best representative for the cluster: it is more general, more actionable, and not tied to a single model family or module.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "They involve different concrete failures and code paths: a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights versus an `llm_int8_skip_modules` config regression that clears the default `lm_head` exclusion and raises an `AssertionError`. Both are in 4-bit inference, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "8cf2783795f5dd79bf9085b60bbe6b57682c2d026d6f6664176beef2a482c95d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated, empty issues that look like personal-name/date strings rather than duplicate bug reports. There is no real technical overlap.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the two closed issues are unrelated and contain no shared problem description, only different personal-name/date titles.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful representative of a bug or feature request; if one must be chosen, issue 45762 is only marginally more generic, but both are effectively non-canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no body text, no shared technical context, and no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "6b6c049ca1f86ba5e2c8e08cc83287626ec4d957234b3366dc491a0bbd58646c", + "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 issues do not appear to describe the same bug or request; they are just two separate, title-only records with similar surname/date formatting.", + "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": "Title similarity is too weak: both are just personal-name/date strings, with no shared problem statement, body, or explicit linkage indicating duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "4a6dfdc44c647a8700f875c1456414efab92735b827f7da041163918c35144a1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it contains two exact-duplicate issue pairs plus one unrelated dataset promo. The duplicate pairs are 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial wording, not the same underlying request.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits all five items. If one representative must be chosen, 45872 is the strongest candidate because it is the most detailed and substantive of the financial/DataForge issues; 45870/45871 form a separate exact-duplicate pair, and 45869 is unrelated spam/promotional content.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best issue to keep as the representative for the substantive DataForge financial-time-series topic: it is more detailed than 45870/45871 and clearly distinct from the dataset advertisement in 45869.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types and topics: dataset promotion vs. a DataForge example request. Only broad financial wording overlaps." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above; shared finance vocabulary is not enough to indicate the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body length/content signal they are duplicates of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial DataForge content, but one is an example and the other is a scraper/service request; these look like different requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same reasoning as 45870 vs 45872: similar theme, but not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying request despite similar financial/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request despite similar financial/DataForge wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body length/content indicate a duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles, matching body lengths, and jaccard 1.0. The 45869 comparisons are appropriately rejected as only loosely related. Canonical-issue reasoning is also cautious and consistent with the cluster structure." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ef19513431aee1673fa960f130a513284f2f4c17e71126e0245bd6f0d9e4f19d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38370, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38370, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly noisy and spans unrelated PRs. Only the two loss-utils PRs look like true duplicates of the same concrete fix; the rest are broad-subsystem or model-addition false positives.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR: it directly fixes the reported cross-entropy kwargs issue and has the explicit tracking issue link (#43240), while #43254 is a near-duplicate variant of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative of the actual duplicate pair because it is the clearest implementation of the fixed_cross_entropy fix and is tied to the issue that motivated it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: new VideoPrism model/docs vs an ExecuTorch dynamic-shape test. Same tracking logic is not present and the code paths do not overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer missing-methods fix for Mistral Common is unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer API fix and an ExecuTorch export test are different features with no shared bug or code path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness changes are unrelated to the MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Both touch loading/loss utilities only at a very broad level; one fixes cross-entropy kwargs, the other fixes conversion/base_model_prefix behavior. Different bugs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix and Mistral4 test/model changes are separate code paths and separate problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests do not address conversion base_model_prefix handling." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different model workstreams with no shared bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition is unrelated to conversion mapping/base_model_prefix fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are separate model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/model changes and conversion/base_model_prefix fixes are not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and the layrnorm->layernorm rename are different model families and different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and cls.config resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are not the same artifact or bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete loss-path issue in src/transformers/loss/loss_utils.py: adding weight/label_smoothing kwargs to fixed_cross_entropy and forwarding them into nn.functional.cross_entropy. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies 43251/43254 as the only clearly mergeable duplicate-like pair, and the other pairwise rejections stay conservative despite soft similarity. No verdict overstates evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "fd961ec5b69ea6b2467511f39285f793bb0b8af5a7d056dda3625aed62ee0e67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice pull requests, but they appear to be separate feature efforts: a general VibeVoice implementation versus a VibeVoice Realtime extension. The overlap is mostly shared model scaffolding, not a single duplicate change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the earlier, non-draft core VibeVoice implementation and is the broader baseline change; PR 42781 is a draft realtime follow-on with additional tokenizer/generation work.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the more complete, non-draft implementation and has the broader review/activity signal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Not the same concrete change: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and extra tokenizer/generation pieces. Shared files reflect reuse of the same model family, not a single mergeable 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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "42dd5f3c4b47cee09b9232d5cd732bde7162513f466554c48e55f31cdd84805a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial at the framework level only, not a shared code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster: it has a focused, concrete feature addition with clear model/auto-classification changes plus tests/docs, whereas #40755 is a broader TimesFM enhancement touching more files but still unrelated to the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best single PR here because it is narrowly scoped, implementation-driven, and well-scoped to one concrete capability (DINOv3 image classification).", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features for different models and modalities: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same code-path problem and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "ae04a1abd6121acf94953d1df8225983f1bfe67fb8621f6dc2e541a77c8cf920", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-onboarding pull requests for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration and docs scaffolding, but they do not appear to fix the same underlying bug or implement the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 45630 is the strongest candidate because it has the most review activity and the most complete model-stack integration among the three.", + "best_issue_reason": null, + "best_pr_reason": "45630 is the best overall representative of the cluster as a model-addition PR, but it is still distinct from the others and not a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registry/docs files are generic onboarding plumbing, not evidence of the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar Transformers auto-registration code, but they are separate model integrations with different code paths and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "c36a52303d5aff3720397bb6263bf80de70500c895e02f34f9e28b90b082e707", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-dependency update PRs: one targets GitHub Actions Node 24 compatibility, the other bumps Docker build actions and related workflow actions. They overlap in GitHub Actions files but do not fix the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because it has a focused, concrete purpose (Node 24 compatibility) and updates a broad set of workflow actions consistently around that compatibility goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster because its change is more clearly scoped and coherent, while PR 42976 is a separate version-bump effort centered on Docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they update different action families for different reasons: Node 24 compatibility versus latest-version bumps for docker/build-push-action and a few related actions. They could be separate PRs and are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "549dab0e253a1c05b17b7694508ed7fa272374ef2a3e0f7a42bb81b05e16da4e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a set of unrelated new-model addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic integration scaffolding, but they are not the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: these are distinct model additions rather than competing fixes for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the most feature-complete and review-heavy PR, so it is the best representative only if one must be picked from this unrelated set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic scaffolding, not the same fix or code path." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is only in shared framework files, so this is not a duplicate PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. They touch separate model implementations and are not mergeable as one change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different model, processor, and tests; similar naming and shared integration files are not enough for duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model integrations. The shared auto/docs plumbing is incidental and does not indicate the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different implementation surfaces and no shared concrete bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "4da10978028272ab0cd836f6f3c7ab860398ee7ed1faae806b7696434288bb56", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four PRs are not duplicates; they target different subsystems and code paths. The only clear representative of a real fix is the FP8/dequant PR, but it does not match the Whisper, CLIP/ViT test, or FSDP changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains a concrete implementation fix across loading/FP8 code, while the others are either unrelated test edits or a separate distributed/FSDP change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different targets: Whisper tokenizer/test cleanup versus CLIP/ViT test-only edits with placeholder assertions. Not the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test fix and FP8 dequant/loading changes are unrelated subsystems with different code paths and failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "The CLIP/ViT test placeholders do not match the FSDP tied-weights/distributed-loading change; they are not plausibly one merged PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in CLIP/ViT are not the same underlying fix as the dequant/FP8 model-loading change, despite superficial similarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "c875185ce4fe987fa45d12531ce21db8645c55bd9ae5c1c7e85121fe62ea9008", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11338, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11338, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly duplicate-triage noise, with one true duplicate pair: PR #46100 and PR #46114 have the same ViT test diff. The other pairs do not look like the same concrete change, and the 45932/46100 pair has no shared filenames in the packet.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the cleanest canonical representative of the duplicate ViT test-migration change: it has the same exact diff as #46114, stays focused on the test file, and avoids the extra OTEL/fork context in #46114.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best global representative because it is the most direct, minimal version of the shared duplicated change and matches #46114 exactly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "They both touch tests/models/vit/test_modeling_vit.py, but #43488 is a setup/version/dependency change while #46114 is a small ViT test-migration diff; the packet does not support the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are '[don't merge]' PRs, but the modified files and diffs are different: #43488 changes setup.py and dependency table files, while #43532 changes workflow files and testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They share a ViT test file, but #43532 is a broad workflow/testing-infra PR and #46114 is a tiny test-only change; they are not the same concrete code-path fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "The packet shows no shared filenames for this pair. #45932 touches workflows and multiple model files, while #46100 changes only tests/models/vit/test_modeling_vit.py, so they are not the same underlying change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These appear to be the same PR content: both have the identical diff in tests/models/vit/test_modeling_vit.py, so they are duplicative and mergeable as one change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly grounded, and the 46100/46114 duplicate call is supported by the identical diff previews. However, one soft-edge reason is not precise: for 45932 vs 46100, the packet shows no shared filenames at all, so saying they \"share only a ViT test file\" is not supported. Please correct that pair-level rationale and keep the verdict grounded strictly in the packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "9874855af5028e8c5a3da808546914e2d83631ebd9149fcbbed55c832eb9cd70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6080, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6080, + "estimated_input_tokens": 1520, + "estimated_eval_tokens": 3296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share boilerplate/docs infrastructure, but they target different features and code paths, so they should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more central submission in this pair, since it covers multiple segmentation backends and tracker integrations. It is still not a duplicate of 43612 because the feature scope is different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "The PRs implement different pipelines and feature surfaces: concept segmentation vs visual segmentation. Overlapping docs, registry, and test scaffolding is not enough to merge them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "d93d9ba69f1124df6807987cad632fc2a2b8c7b03cc388e9426a46ccf00d1fb6", + "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 are two separate trainer extensibility PRs in the same file, but they change different code paths: gradient-accumulation loss scaling vs. signature-column filtering. Not a duplicate pair.", + "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:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes in Trainer: 43651 alters GA loss scaling behavior, while 43663 extracts signature-column logic for column filtering. They are not the same fix and wouldn\u2019t be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "c8e5d75471fc9c4b5a1ecff6fdb90e92bdca026617eb27d04b6f42c10c4f4eb8", + "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 serve file and both mention NameError, but they fix different typing/runtime-import problems with different code paths and scopes. They are related, not duplicates.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the TypeAdapter NameError when pydantic is absent, with an explicit target issue and minimal runtime-impacting change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best represents the cluster because it addresses the concrete TypeAdapter import/annotation failure directly, whereas #43656 appears to be a broader typing cleanup in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py, but #43656 changes model/processor type annotations and __future__ import, while #43842 specifically fixes TypeAdapter resolution when pydantic is not installed. Different underlying bugs and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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+ }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor, with 44722 as the broader later iteration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing; 44722 expands the same refactor to CodeGen and looks like the superseding version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The accepted soft edges are conservative same-model follow-ups (GPT-J/CodeGen and GPT-Neo) that look mergeable into a single bugfix PR, while the rejected pairs mostly span unrelated model families or only share the broad output-tracing theme. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "e6439e31e61e84060a34e43fa4dac4bb5aa1741d684235dd61e3308e7e05ddb1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to the new standardized output tracing/capture machinery, but they do not appear to be duplicates of one another because each targets a different model implementation and code path.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clean, representative example of the output-tracing migration pattern: the title is explicit, the diff introduces the standardized capture helpers, and it updates a single model implementation without extra cross-cutting scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone change candidate because it has an explicit issue target and a focused SpeechT5-specific output-tracing refactor, making it the most clearly grounded in a concrete change request.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and touch different code paths, so they are not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general refactor theme, but MPNet and VisualBert are separate model implementations with distinct output-capture wiring." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel model migrations to the same utility pattern, not one concrete bug fix or mergeable duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; the shared output-tracing motif is too broad to treat as a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Although both migrate output handling, they target different models and code paths (SqueezeBert vs SpeechT5), so they are not 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": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46106" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "deea2914c487a95646f246be8ef9450fd211268f03e65c358b6195422d00812a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate, model-specific output-tracing refactors that share a theme but not the same concrete bug or change. One unrelated docs toctree fix is also present. No soft edge looks mergeable as a duplicate PR pair.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative: it has the broadest concrete output-tracing change, spans both Mamba and FalconMamba, and introduces the reusable capture/recording machinery rather than a one-off decorator tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest standalone candidate because it touches multiple closely related implementations and contains the clearest, most substantial output-tracing refactor in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths (timm_backbone vs upernet); same refactor theme, but not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); 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not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (superpoint vs rwkv); same theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (superpoint vs DPR); not a duplicate change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (rwkv vs DPR); not the same underlying fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Speech encoder-decoder refactor is unrelated to the docs toctree change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Vision encoder-decoder refactor is unrelated to the docs toctree change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "UnivNet output tracing and a docs toctree edit are unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "UperNet output tracing and a docs toctree edit are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Timm backbone output tracing and a docs toctree edit are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "1f573fb2b7178cefc857b82770a81aa7fe97fe264d64e20de81653b9644798d9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model additions for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some boilerplate integration files, but they do not describe the same bug or the same concrete code-path fix, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with distinct architectures and objectives; shared auto-registration/docs boilerplate is not enough to indicate the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Separate new models (PenguinVL vs DeepSeek-OCR-2) with different configs, processors, and model code; they are not the same fix or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Distinct model families and code paths; overlap is limited to standard Transformers plumbing, so these are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "bd0d95fc36e1d4504dbdc7b060007773a82abfa434fcb3386d6a6ee69bfa013e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by the general theme of fusion, but they target different layers: #44979 adds a new module-fusion API and abstractions, while #45363 implements a specific n-to-1 kernel-fusion workflow via KernelConfig and model loading changes. They are not the same underlying change and would not plausibly be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#44979 is the broader foundational PR and the better representative of the fusion API work, but it is still distinct from the concrete KernelConfig-based kernel fusion implementation in #45363.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both mention fusion, but #44979 introduces a new module fusion API and test coverage, whereas #45363 wires up kernel fusion through KernelConfig and integration/model-loading changes. Different code paths, different scope, not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "9acadbd1ed11a88f4bb318161336cab27b0bdb600f83fbc825d0fa6a6f31e749", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file and target the same issue, with 45317 appearing to be the fuller follow-up due to added tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs and represents the underlying problem being fixed.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it covers the same fix as 45086 and also includes test coverage, making it the more complete change.", + "best_issue_reason": "45081 is the best issue anchor since both PRs explicitly link to it and their titles/diffs match that bug.", + "best_pr_reason": "45317 is the best PR candidate because it implements the same fix as 45086 with additional validation/tests and clearer final form.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py with the same explicit issue target; the second PR is a superset with tests, so they are duplicate 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": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "17bfa9c768a3bf57c3732ddd3dfc55a5a5ea2b8425389512eaa1009b5e5446e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH PRs share some files and subsystem scope, but they are not duplicates: one is a focused refactor/conversion-mapping/inheritance change, the other is a broader model split into NemotronH Dense/Sparse plus docs/tests and auto-mapping updates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of the NemotronH split and is the better umbrella change; #45115 is a narrower refactor around inheritance and checkpoint conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative because it covers the main functional evolution (NemotronH, Dense, Sparse, docs, auto/model registrations), while #45115 is a supporting refactor with a different scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap in NemotronH internals, but #45115 is about refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings, while #45569 creates/updates NemotronH Dense and Sparse model variants, docs, and tests. They do not look like the same underlying bug/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "e30db57fa0622cb281b4fa7bbfe3b34ea88bffc6a8e00395942b2662806df628", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds the heterogeneous per-layer configuration API, and the other adds model/cache support that consumes that API. They do not look like duplicates of the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational change: it introduces the per-layer heterogeneous config machinery that PR 45332 builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core API and helper infrastructure for heterogeneous configs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change. 45333 adds heterogeneous config support; 45332 adds model/cache/modeling integration that would consume that support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "081cf5498bdc6cdaffa2679aedee0ac46f44fb8609b056994192e5981556fd6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs in the transformers repo, but they are not the same change: #45415 is a broad type-checking sweep across many files plus a pyproject ignore tweak, while #45425 introduces shared typing protocols and updates a few typing-sensitive code paths. They overlap in files touched, but not in the underlying fix or mergeable scope.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused and self-contained PR: it adds typing infrastructure in `_typing.py` and applies it to a specific set of call sites, making it a cleaner representative of the cluster than the broad repo-wide type-checking sweep in #45415.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the best standalone PR candidate because it targets a concrete typing problem with a bounded change set. #45415 is too broad and looks like an assortment of type-checking adjustments rather than one specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but #45415 is a broad type-checking cleanup across many modules while #45425 adds specific typing protocols and related call-site updates. Shared files alone do not indicate the same underlying bug or change, and they would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "a79cdfcb39aaececee2e9559e46418bd7c79a3edb857b87765883dd1472bb901", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5133, + "estimated_input_tokens": 1284, + "estimated_eval_tokens": 2824 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5133, + "estimated_input_tokens": 1284, + "estimated_eval_tokens": 2824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both model-parallel/device-placement fixes, but they target different code paths and different models, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 45487 fixes token_type_ids device placement in AltCLIP/ChineseCLIP-related paths, while PR 46101 fixes audio feature masking in Qwen2-Audio; they address different bugs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the better representative PR because it covers the broader, more clearly reproducible parallelism fix and includes test updates across multiple affected models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-mismatch/parallelism fixes, but for different models and different tensor flows (text token_type_ids vs audio feature masks), so they should not be merged as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "78f73e64980ff57cb967682ebb668681bbb02f0cbe8f63365119bf9964574f04", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The Mamba2 cache/seq_len>1 bug reports (46084 and 46098) are the same underlying fix; the Qwen3.5 GDN linear-attention PR (45513) is unrelated and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best representative for the Mamba2 bug fix because it directly targets the same cache/seq_len>1 failure, references the tracking issue, and includes the broader code/test/doc treatment of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest global representative: it is explicit about the bug, ties to issue #46032, and covers the full Mamba2 cache-correctness change rather than just a narrower code patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different bugs: 45513 is about Qwen3.5 GDN linear attention cached multi-token forward, while 46084 fixes Mamba2 use_cache behavior for seq_len > 1." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same concrete Mamba2 cache bug: both fix incorrect use_cache behavior when seq_len > 1, and 46098 is a broader version of the same fix with the same issue target." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 45513 is clearly unrelated to Mamba2, while 46084 and 46098 both target issue #46032 and touch the same Mamba2 files, so treating them as the same bugfix is conservative. The representative PR choice is also supported by the titles/diff previews." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "b8dfb657737baa09626670c394f4553bea7a218b951957eeaadbbfdcf1c1f7bf", + "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 concern expert-parallel model loading, but they fix different bugs: one handles EP config/state serialization and `has_ep`, while the other fixes expert parameters being overwritten during FSDP2 loading. They are related, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete runtime corruption bug in the EP/FSDP2 loading path and includes the more specific fix path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster since it addresses a precise failure mode with a clear code-path fix, whereas #45548 is a narrower supporting change around config serialization and EP detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the broad EP loading theme, but #45548 fixes config serialization / EP detection, while #45662 fixes expert weights being overwritten during FSDP2 loading. Different bugs and not plausibly one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "4d063204385a7a0b91458fa50392b3e4175e122c1bdebf4f5654a5112562844b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts; #45645 is the broader, more complete fix, while #45639 is the focused core change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe testing_utils fix plus the CI/workflow updates needed to consume multiple captured_info files and preserve debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the change set: it fixes the collision at the source and updates downstream CI handling, making it the most complete implementation of the same bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same underlying captured_info xdist collision in testing_utils, and #45645 is essentially a superset that adds the workflow/log-handling pieces around the same 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "bac073b1594ab5c4c108de0f9a5648bce324da331153b5ba1b5e36cefadcb605", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-specific PRs that both add SDPA/attention dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They share the same general theme, not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46069 is the better canonical PR only as the larger, more substantial change set; however, it is not a duplicate of #46073.", + "best_issue_reason": null, + "best_pr_reason": "PR #46069 is the best representative of the cluster because it has broader implementation and test coverage, but the two PRs should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both PRs add attention-dispatch support, but they target different model code paths and different model families. They are not the same concrete bug or change and could not plausibly be merged into one PR without conflating separate implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/manifest.json b/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1605133e8bd1296bff72afdd41c9f966c5c4b305 --- /dev/null +++ b/snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260521t120126z", + "artifacts": { + "hybrid": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-21T12:11:05Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260521T120126Z", + "variant": "hybrid" +} diff --git a/snapshots/20260521T120126Z/manifest.json b/snapshots/20260521T120126Z/manifest.json index b72efc3c543efc0cd06479ba79d7b46d03664b0b..91b03c103a18594ee8f53366a859f72333a610d6 100644 --- a/snapshots/20260521T120126Z/manifest.json +++ b/snapshots/20260521T120126Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 370 }, "extracted_at": "2026-05-21T12:01:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260521t120126z", + "runs": { + "hybrid-model-20260521t120126z": { + "analysis_id": "hybrid-model-20260521t120126z", + "artifacts": { + "hybrid": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260521T120126Z/analysis-runs/hybrid-model-20260521t120126z/manifest.json", + "model": null, + "published_at": "2026-05-21T12:11:05Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260521T120126Z", "watermark": {