diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 8e57fc703e7061cf74bf1cd3ca4b6b6a29925e9d..a9be1bbd15e1d1d0d340fd02284433947ff337fe 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": "20260523T060016Z", - "generated_at": "2026-05-23T06:07:39Z", + "snapshot_id": "20260523T120023Z", + "generated_at": "2026-05-23T12:04:01Z", "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 b8b2133a3d711f8b82f0c66d9dd0c1ece8705089..ae3f5fdbd76ca79008207a91e70d5e3a400a703d 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": "20260523T060016Z", - "generated_at": "2026-05-23T06:07:39Z", + "snapshot_id": "20260523T120023Z", + "generated_at": "2026-05-23T12:04:01Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -138,7 +138,7 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "212bc5f396c731663f9121863d11e41123380f1b65f665edef2960fb1b7f20f9", + "prepared_review_unit_hash": "7aabdaa34b273fbf976ac8796c06a3b41ace4f024378b85d43eb40da06b24c57", "component_budget": { "node_count": 414, "item_count": 414, @@ -160,372 +160,372 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated bugs/docs issues. Only a couple of soft edges look like true duplicates: one DeepSpeed ZeRO-3 Bert init crash pair and one AutoTokenizer token-ID regression pair.", + "summary": "Mostly unrelated similarity pairs; only two look like true duplicates: the ZeRO-3/Bert index-0 OOB reports and the AutoTokenizer wrong-token-ID regression reports.", "confidence": 0.61, - "canonical_issue_reason": "issue:45920 is the broadest and most central issue in the tokenizer-regression subcluster; it covers the same AutoTokenizer wrong-token-ID problem across multiple model families, while issue:45812 is a narrower Granite-only report.", + "canonical_issue_reason": "issue:45920 is the broadest and most representative concrete bug report here: it describes the v5 AutoTokenizer token-ID regression across multiple model families, which is the clearest duplicate-worthy issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents the strongest duplicate subcluster because it describes the v5 AutoTokenizer regression in the most general terms and is the likely umbrella for the narrower Granite report.", + "best_issue_reason": "issue:45920 is the strongest global issue anchor because it is specific enough to be actionable, broad enough to subsume the related tokenizer regression report, and has the clearest cross-model scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: missing config attribute vs streaming chat/completions error." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different platforms and bugs: AMD GPU failure vs MPS histogram op limitation." + "reason": "Different bugs: AMD GPU failure on GPT-OSS vs MPS histogram not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch vs GPT-OSS AMD GPU issue." + "reason": "Different model paths and error types; not the same underlying bug." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device problems, but they affect different models and execution paths." + "reason": "Both are runtime errors, but the model, device, and failure mode differ." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and error modes; not the same bug." + "reason": "Different concrete problems in different model implementations." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Separate inference/runtime failures with no clear shared concrete cause." + "reason": "NVFP4 runtime failure is unrelated to AMD GPU support failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch and ONNX export are unrelated." + "reason": "DeepSpeed ZeRO-3 collective mismatch vs ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issue vs FP8 config failure." + "reason": "ONNX export error and FineGrainedFP8 load failure are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and auto device-map cuda assert are unrelated." + "reason": "Export-time ONNX failure vs device-map cudaErrorAssert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; different artifacts and causes." + "reason": "Task crash vs documentation update issue; not the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they reference different removed features and are not the same issue." + "reason": "Both are outdated-docs issues, but they target different removed APIs and docs sections." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-to-ONNX and GenerationMixin import failure are separate regressions." + "reason": "ONNX export problem vs import error for GenerationMixin are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different symptoms: mask-shape IndexError vs Gemma4 device mismatch." + "reason": "Mask-shape index error and Gemma4 device mismatch are different failures." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume/trust-remote-code training are unrelated." + "reason": "TRl SFT embedding unpacking bug vs training resume/trust_remote_code issue are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention training/ZeRO-3 style failures, but the concrete errors and model paths differ." + "reason": "ZeRO-3 Bert loading bug vs mask/index shape mismatch are different problems." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different training scenarios and error mechanisms." + "reason": "No shared code path; Bert ZeRO-3 loading and resume/trust_remote_code are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError reports, but one is ZeRO-3 Bert init and the other is a different shape mismatch." + "reason": "Different errors and different model-loading contexts." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic tensor-shape failure vs GPT-OSS MoE TP issue are not the same bug." + "reason": "Mask/index mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and model-resume/trust-remote-code are unrelated." + "reason": "Qwen3-vl video StopIteration and model-training resume bug are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training/loading failures with no shared concrete code path." + "reason": "Different failure class and different affected path." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Shape mismatch error and Qwen3.5 embedding unpacking are different issues." + "reason": "Mask-shape indexing error and embedding unpacking error are not the same bug." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to training resume problems." + "reason": "StableLmConfig pad_token_idx regression is unrelated to training-resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Deepspeed collective mismatch and Bert ZeRO-3 index error are different failures." + "reason": "Different DeepSpeed-related failures with different symptoms and triggers." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BertModel loading crash with index-0-out-of-bounds on zero-sized tensors; the second report is the same bug on a narrower Bert variant." + "reason": "Both report the same ZeRO-3/BertModel index-0 out-of-bounds failure during loading; they look like duplicate reports of the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS MoE TP issue are unrelated." + "reason": "Liger kernel cross-entropy issue is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are different problems." + "reason": "Detokenization regression and LoRA merge/save-load mismatch are different code paths." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "NVFP4 execution failure and LoRA consistency issue are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP size mismatch is unrelated to mask indexing errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different bugs." + "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are different bugs." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class, but one is CPU-offload incompatibility and the other is uninitialized-memory on materialization; not clearly the same fix." + "reason": "Same model component, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are distinct failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init crash and GPT-OSS TP issue are unrelated." + "reason": "Bert ZeRO-3 load failure is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing tensor-size mismatch vs custom trainer compute_loss signature breakage are different issues." + "reason": "FSDP checkpointing mismatch and CustomTrainer kwarg breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models, different failure modes." + "reason": "Different subsystems and different symptoms." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in Mistral-3 image preprocessing vs GraniteMoEHybrid invalid method." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are different bugs." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is device placement and the other is expensive reverse-embedding lookup; not the same bug." + "reason": "Both are Gemma4-related, but one is device placement and the other is reverse embedding lookup overhead." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility issue vs Qwen-3 runtime error are unrelated." + "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 device-map cudaErrorAssert are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is not the same as GPT-OSS TP failure." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRI/SFT embedding unpacking and GPT-OSS TP failure are different code paths." + "reason": "Embedding unpacking with TRL and GPT-OSS TP support are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/platform bugs." + "reason": "Different models, devices, and error signatures." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Both involve runtime errors, but on different models and mechanisms." + "reason": "Autocast dtype mismatch is not the same as NVFP4 runtime failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different failures." + "reason": "torch dynamo grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral-3 preprocessing dtype mismatch vs Qwen NVFP4 runtime error are unrelated." + "reason": "Different model families and failure modes." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime failure and Qwen3.5 embedding unpacking are different bugs." + "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking bug are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram int limitation are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy call and TRL embedding unpacking are unrelated." + "reason": "Liger cross-entropy issue and Qwen3.5 embedding unpacking issue are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both mention ZeRO-3 loading issues, but Gemma3 and Bert failures are different concrete bugs." + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues after v5 removals, but they concern different removed features and are separate cleanups." + "reason": "Both are docs regressions, but they refer to different removed features and different doc fixes." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and error surfaces: image dtype mismatch vs video StopIteration." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Dtype mismatch in autocast and MPS histogram int failure are different issues." + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRl SFT embedding unpacking and MPS histogram limitation are unrelated." + "reason": "TRL embedding unpacking issue and MPS histogram Int error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger-kernel cross-entropy usage and Phi-tiny-MoE autocast mismatch are different bugs." + "reason": "Different model/runtime bugs in different training stacks." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch and compute_loss signature breakage are unrelated." + "reason": "DeepSpeed collective mismatch and trainer compute_loss kwarg breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP mismatch and GenerationMixin import error are unrelated." + "reason": "Checkpointing/FSDP tensor size mismatch vs import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + "reason": "GPU support failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", - "right": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy and mask/index mismatch are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3-related, but Gemma3 and Bert loading crashes are distinct bugs." + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 load failure are different model-specific problems." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "vLLM Gemma3 config attribute error and Qwen3 device-map cuda assert are unrelated." + "reason": "Gemma3 config attribute error and Qwen3 device-map assert are unrelated." }, { "left": "issue:43901", @@ -537,13 +537,19 @@ "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime issue vs table-question-answering crash." + "reason": "GPT-OSS AMD GPU failure is unrelated to table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are unrelated." + "reason": "Processor failure for Voxtral-Mini and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", @@ -555,31 +561,31 @@ "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same v5 AutoTokenizer wrong-token-ID regression across model families; 45920 is the broader umbrella report." + "reason": "Both report the same v5 AutoTokenizer token-ID regression across model families; 45920 is the broader duplicate of the Granite-specific report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure and RAG docs are unrelated." + "reason": "NemotronH checkpoint-loading failure is unrelated to RAG docs updates." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint report and NemotronH loading implementation bug are different issues." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading issue are different bugs." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error and RAG docs cleanup are unrelated." + "reason": "Qwen NVFP4 runtime error and outdated RAG docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the issue titles and similarity, and the broader clustering summary does not overstate the evidence. The canonical issue choice (45920 over 45812) is also reasonable given the broader v5 AutoTokenizer regression wording." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body descriptions, and the remaining soft-edge rejections avoid overclaiming shared root cause beyond what the evidence shows. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -595,8 +601,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -973,8 +979,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -1316,8 +1322,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -1652,8 +1658,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -1980,8 +1986,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -2337,8 +2343,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -2666,8 +2672,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -3001,8 +3007,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -3330,8 +3336,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -3638,8 +3644,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -3957,8 +3963,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -4262,8 +4268,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -4569,8 +4575,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -4881,8 +4887,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -5172,8 +5178,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -5462,8 +5468,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -5770,8 +5776,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -6082,8 +6088,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -6376,8 +6382,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -6677,8 +6683,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -6996,8 +7002,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -7293,8 +7299,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -7605,8 +7611,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -7916,8 +7922,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -8273,8 +8279,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -8592,8 +8598,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -8882,8 +8888,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -9187,8 +9193,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -9478,8 +9484,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -9775,8 +9781,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -10080,8 +10086,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -10394,8 +10400,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -10692,8 +10698,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -10990,8 +10996,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -11309,8 +11315,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -11629,8 +11635,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -11958,8 +11964,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -12306,8 +12312,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -12610,8 +12616,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -12930,8 +12936,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -13227,8 +13233,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -13532,8 +13538,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -13900,8 +13906,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -14234,8 +14240,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -14574,8 +14580,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -14935,8 +14941,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -15303,8 +15309,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -15699,8 +15705,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-414", "nodes": [ @@ -15803,8 +15809,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15881,8 +15887,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15952,8 +15958,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16015,8 +16021,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -16147,8 +16153,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16463,8 +16469,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-10", "nodes": [ @@ -16618,8 +16624,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16681,8 +16687,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16744,8 +16750,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16807,8 +16813,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16910,8 +16916,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17032,8 +17038,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17152,8 +17158,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17215,8 +17221,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17278,8 +17284,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17341,8 +17347,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17503,12 +17509,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b4a06a54dfcb41d8099445a4a68063d95fd60a1ec466262d7219639c15ad8285", + "prepared_review_unit_hash": "c56fb5bddbebc5f6a5cc91d33bdcd19179a9c41135146b122a0c9e1175ce30e2", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38370, + "serialized_chars": 38372, "estimated_input_tokens": 9593, "estimated_eval_tokens": 19442 }, @@ -17516,7 +17522,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38370, + "serialized_chars": 38372, "estimated_input_tokens": 9593, "estimated_eval_tokens": 19442 }, @@ -17525,156 +17531,150 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly heterogeneous PRs across unrelated models, docs, and refactors. The only clear duplicate/overlap is the pair of loss_utils.py changes for fixed_cross_entropy kwargs; everything else is unrelated and should stay separate.", - "confidence": 0.86, + "summary": "This cluster is mostly unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which fix the same code path by forwarding `cross_entropy` kwargs. All other pairs should be rejected as different features or different bug fixes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the fixed_cross_entropy kwargs fix: it has the explicit issue target, broader review activity, and the same code-path change as 43254.", + "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate loss fix: it is explicitly tied to issue #43240 and implements the same `fixed_cross_entropy` change as #43254, but in a slightly more complete form.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in the cluster because it directly addresses a concrete bug report with explicit tracking, while the rest are mostly unrelated feature additions or refactors.", + "best_pr_reason": "PR #43251 is the strongest cluster representative because it directly targets the tracked loss bug and covers the same functionality as the narrower duplicate PR #43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features in unrelated areas: VideoPrism model addition vs Executorch dynamic-shape test." + "reason": "Both are PRs, but one is a new model/doc addition and the other is an export test; they do not fix the same bug or implement the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated changes." + "reason": "Tokenizer API additions and a new model implementation are unrelated changes despite both touching model infrastructure." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API patch vs Executorch export test; no shared bug or code path." + "reason": "A tokenizer method addition and an ExecuTorch export test are different code paths and different problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes for existing models vs adding MobileLLM; not the same underlying fix." + "reason": "Processor auto-loading robustness and adding a new model are not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "fixed_cross_entropy kwargs bug fix is unrelated to base_model_prefix conversion-loading changes." + "reason": "These fix different bugs in different subsystems: loss argument forwarding vs loading/conversion prefix handling." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function fix and new model implementation are unrelated." + "reason": "Cross-entropy kwargs handling is unrelated to adding the MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs support and Mistral4 test fixes do not share the same underlying bug." - }, - { - "left": "pull_request:43251", - "right": "pull_request:46048", - "accept": false, - "reason": "Cross-entropy kwargs fix and TDT loss kernel integration are different changes." + "reason": "Loss kwarg forwarding and Mistral4 test/MoE fixes are separate issues and cannot be merged as one PR." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape testing is unrelated to conversion mapping/base_model_prefix handling." + "reason": "An exportability test does not match the base_model_prefix conversion/loading fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test fixes are unrelated." + "reason": "Dynamic-shape export testing is unrelated to the Mistral4 test and grouped-mm contiguity changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability test additions and MobileLLM model addition are unrelated." + "reason": "ExecuTorch export tests and a new model addition are different changes, not the same bug fix." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and config-resolution ordering fix address different problems." + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are unrelated model changes." + "reason": "A new model implementation and Falcon output-collection refactoring are distinct changes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "New model addition and conversion scope/base_model_prefix fix are unrelated." + "reason": "Model addition and loading/conversion prefix fixes do not share the same underlying code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are different code paths." + "reason": "Falcon output interface refactoring and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill/docs PR are unrelated." + "reason": "Falcon refactoring and the model-creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes and conversion scoping/base_model_prefix handling are unrelated." + "reason": "Mistral4 test fixes/MoE contiguity and conversion prefix handling are different problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm-to-layernorm rename are different fixes." + "reason": "These address different concrete issues: Mistral4 test behavior vs a `layrnorm` weight-renaming typo." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration do not target the same issue." + "reason": "A Mistral4 test fix and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and cls.config resolution ordering are unrelated." + "reason": "Mistral4 test changes and config-resolution order changes are unrelated fixes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and model-creation skill/docs are unrelated." + "reason": "A model test fix is not the same thing as the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and model-creation skill/docs are not the same change." + "reason": "The MobileLLM implementation is not the same as the model-creation skill/documentation PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change the same loss_utils.py code path to add cross_entropy kwargs support, and they look like overlapping implementations of the same fix." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy`; they are the same underlying fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the cluster is mostly unrelated model additions, docs, and refactors, and the only clear overlap is the 43251/43254 fixed_cross_entropy pair, which share the same file, function, and issue target. The mergeability judgment for that pair is reasonable. No evident overstatement." + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate-like pair is #43251/#43254, which both patch `src/transformers/loss/loss_utils.py` to forward `weight` and `label_smoothing` into `nn.functional.cross_entropy` and share issue target #43240. The other pairwise rejections are conservative and consistent with the listed filenames/diffs, which show different features or subsystems rather than a single shared bugfix." }, "evaluator_used": true, "retried": false, @@ -17701,7 +17701,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6d9c1f19b2a27c051b36b6d8be08195a358cd53f156bd124d653f952561b0026", + "prepared_review_unit_hash": "78ff34ad200a9a00e9d055653399d02f0b642694a43ab65cbff6d60ea20ebc5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17723,18 +17723,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs for the same model family, but they target different deliverables: initial VibeVoice support vs. a later VibeVoice Realtime extension. Shared files mostly reflect the same subsystem and not the same concrete change.", - "confidence": 0.89, + "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 adds the base VibeVoice model, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and extra generation/model changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the more complete, non-draft baseline implementation of VibeVoice and is better suited as the representative PR for this cluster.", + "canonical_pr_reason": "No single canonical duplicate: #40546 is the base VibeVoice implementation, whereas #42781 is a separate realtime extension with additional tokenizer and generation code.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest standalone representative: it introduces the core model support, has substantial review activity, and is broader/more central than the draft realtime follow-up.", + "best_pr_reason": "#42781 is the broader and newer PR, but it still represents a distinct realtime feature rather than the same change as #40546.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: #40546 adds core VibeVoice support, while #42781 adds VibeVoice Realtime and related acoustic-tokenizer/generation work. They share model infrastructure but are not the same concrete fix/change and would not plausibly be merged as one PR." + "reason": "Related model-family work, but different underlying changes: base VibeVoice implementation vs. VibeVoice Realtime with acoustic tokenizer and generation updates. They would not be merged as one duplicate PR." } ] }, @@ -17764,7 +17764,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5a44b4713bf3951383f74da078c4fd7113480be3b331c9c972d1ac9ea0ad9225", + "prepared_review_unit_hash": "a572309f4cd4df19d797f408aa829ef9b54c23f544c477e5a53cb168edc17a37", "component_budget": { "node_count": 2, "item_count": 2, @@ -17786,18 +17786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are on unrelated model families and implement different features, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate-based forecasting vs DINOv3 image classification support.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support; they do not fix the same underlying problem.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the cleaner representative of its own change because it is a focused, self-contained model support addition with clear model/code/test updates.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model domains and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying bug or change and would not be merged into one PR." + "reason": "Different underlying changes and codepaths; one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." } ] }, @@ -17892,7 +17892,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b6c7cec47605b04117cdc75d5581e0ed27ff81dcaf43c9c8d35076d2e69a1df9", + "prepared_review_unit_hash": "39ec97e6e2186ade207253b4f3fa4906d8a045ecf64e81f968b39fb8b4de949a", "component_budget": { "node_count": 3, "item_count": 3, @@ -17914,24 +17914,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers boilerplate and auto-mapping updates, but they target different model families and code paths, so they are not duplicates.", - "confidence": 0.95, + "summary": "All three PRs are standalone model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share repository plumbing patterns, but they do not fix the same code path or represent one mergeable change, so no soft duplicate edges should be accepted.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "Kimi2-6 is the broadest and most actively discussed PR in the set, touching the most integration surfaces and likely serving best as the representative item for this cluster.", + "canonical_pr_reason": "No true canonical duplicate here; the closest-to-canonical representative is PR 45630 because it is the most substantial standalone model addition, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "Kimi2-6 is the strongest representative PR overall because it has the highest discussion activity and the widest integration footprint; the other two are narrower, separate model additions.", + "best_pr_reason": "PR 45630 is the best single representative of the cluster only in the sense that it is the most complete and broad model-addition PR; however, it is still a different feature from the other two.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR and Isaac are different model additions with different filenames, configs, and model code; the overlap is only shared Transformers scaffolding and docs, not the same underlying change." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared docs/auto-registration scaffolding is generic and not enough to treat these as the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 integrate different models and touch different concrete implementations; shared auto-mapping and docs updates are routine for new-model PRs, not evidence of a duplicate fix." + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar transformer registry files, but they are separate model additions and not mergeable as one PR for the same underlying change." } ] }, @@ -17961,7 +17961,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0bbf1410d99b72a178a35dbc74ca234e253f82ebc8b8d4b6ce6e6dc1223ce5f4", + "prepared_review_unit_hash": "0208d574ff598884d026c2bc9e20241a2f25b80485b65f6d6fd408ffba4b0355", "component_budget": { "node_count": 2, "item_count": 2, @@ -17983,18 +17983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions maintenance PRs: one is a broad Node 24 compatibility upgrade for several workflow actions, the other is a docker/build-push-action version bump. They overlap in workflows but do not fix the same underlying problem.", - "confidence": 0.96, + "summary": "These are both maintenance PRs updating GitHub Actions, but they target different actions and different upgrade motivations. They are related, not duplicates of the same underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative: it has a clearer, broader goal (Node 24 compatibility) and touches the major GitHub Actions version updates across workflows.", + "canonical_pr_reason": "pull_request:42975 is the better representative because it has the clearer, broader compatibility-driven scope and touches many workflow files beyond a single action family.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster because its title and diff describe a single, concrete maintenance objective, while PR 42976 is a narrower, separate action-version bump.", + "best_pr_reason": "pull_request:42975 is the strongest cluster representative: its title and diff make the maintenance purpose explicit, and it spans more of the workflow surface area.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: 42975 upgrades several GitHub Actions to Node 24-compatible versions; 42976 only bumps docker/build-push-action from v5 to v6. They are related maintenance changes but not the same underlying fix and would not naturally be one PR." + "reason": "Both are GitHub Actions upgrade PRs, but 42975 is about Node 24 compatibility for core workflow actions while 42976 updates docker/build-push-action and a few other actions to newer versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -18033,76 +18033,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "ad136c739266ae3b104edcfbf2daa78607ed70c2efb480ce79c5cfca94be0d06", + "prepared_review_unit_hash": "749b0dde187cf965a22c3056184aa0e562ef719a338b397f9b277d7b74c62752", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16484, - "estimated_input_tokens": 4121, - "estimated_eval_tokens": 8498 + "serialized_chars": 16478, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16484, - "estimated_input_tokens": 4121, - "estimated_eval_tokens": 8498 + "serialized_chars": 16478, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition or test-only PRs with only superficial overlap in docs and auto-mapping files. The shared filenames do not indicate the same underlying bug or change, so this does not form a duplicate cluster.", - "confidence": 0.93, + "summary": "All items are distinct PRs: three add different models (ViT NEPA, Molmo, Molmo2), one adds CTSM, and one only adjusts XPU test expectations. The shared filenames are generic repo plumbing (docs TOC, auto mappings) and do not indicate the same concrete change, so none of the soft similarity edges should be merged.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR here is a true duplicate of the others; if one must be picked as the strongest standalone representative, PR 43451 is the most substantial and complete model-addition PR, but it is still distinct from the rest.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model additions; overlap is limited to shared docs/auto-registration files, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are routine scaffolding, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different codepaths and artifacts." + "reason": "Different model additions (ViT NEPA vs Molmo2); overlapping auto/docs files are too generic to imply a single fix or feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model additions; the common files are generic registry/docs updates only." + "reason": "Different model additions (ViT NEPA vs CTSM); no shared concrete code-path or bug is evident beyond model-registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are separate model families with different implementations and files." + "reason": "Molmo and Molmo2 are separate model integrations with different files and functionality; similarity is only from shared repository registration patterns." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared auto/docs files are insufficient for duplicate triage." + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs files do not make them the same PR-worthy change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM target different models and codepaths; this is not the same concrete change." + "reason": "Molmo2 vs CTSM are distinct model integrations with different code paths, configs, and tests." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition vs a small XPU test annotation tweak are entirely different changes." + "reason": "CTSM model addition and XPU test-expectation tweaks are unrelated changes; they do not fix the same concrete issue or code path." } ] }, @@ -18124,86 +18124,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-5", + "cluster_id": "cluster-43291-4", "nodes": [ "pull_request:43291", "pull_request:43665", "pull_request:44815", - "pull_request:46102", - "pull_request:46161" + "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", - "pull_request:43665|pull_request:46161", - "pull_request:44815|pull_request:46161" + "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "1db9eaad1d51f9ce6fc5a5661285912de85f924c3e37f3c5ddfc7ee6a07c639f", + "prepared_review_unit_hash": "3abb01b8de383ea1be7cdbcd9f92d9706df130344e81b88569e42601bfecd661", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 6, - "serialized_chars": 12045, - "estimated_input_tokens": 3012, - "estimated_eval_tokens": 6280 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 6, - "serialized_chars": 12045, - "estimated_input_tokens": 3012, - "estimated_eval_tokens": 6280 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs do not form a duplicate set: they span unrelated areas (Whisper tokenization, CLIP/ViT tests, FP8 dequant/loading, FSDP tied weights, and processor subfolder fallback). Even the one soft-similar pair is not the same concrete fix.", - "confidence": 0.93, + "summary": "No pair looks like the same underlying bug or change. The PRs span unrelated areas: Whisper tokenization/tests, generic model test edits, FP8 dequant/loading logic, and FSDP tied-weights cleanup.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46161 is the clearest standalone bug fix: it targets one concrete processor/tokenizer fallback path and explicitly links to an issue.", + "canonical_pr_reason": "PR 44815 is the strongest standalone candidate: it contains a concrete code-path fix in model loading/FP8 integration across implementation and tests, whereas the others are either unrelated, vague, or test-only noise.", "best_issue_reason": null, - "best_pr_reason": "PR 46161 is the best representative candidate because it is narrowly scoped, traceable to an explicit issue, and describes a single code-path fix.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it has the clearest substantive bug-fix intent and concrete code changes; the others do not appear to target the same problem space.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode logic vs unrelated CLIP/ViT test edits; different subsystems and different change types." + "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; they do not fix the same bug or share a concrete code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/batch handling is unrelated to FP8 dequant/model-loading changes in a different subsystem." + "reason": "Whisper decode/test fix versus FP8 dequant/model-loading fix; different subsystems and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Test-only CLIP/ViT edits are not the same bug as FSDP tied-weights cleanup/fix." + "reason": "Generic test-file edits in CLIP/ViT do not match the FSDP tied-weights cleanup; no shared underlying defect is visible." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test scaffolding in vision models; the other is FP8/loading infrastructure. No shared underlying defect." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46161", - "accept": false, - "reason": "Placeholder test changes are unrelated to tokenizer subfolder fallback behavior." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46161", - "accept": false, - "reason": "Both touch tokenizer-adjacent code, but one is FP8/dequant plus loading internals while the other is processor/tokenizer subfolder fallback; not the same fix." + "reason": "The PRs touch unrelated code paths: model tests versus FP8 dequant/loading internals. They are not plausibly one merged change." } ] }, @@ -18240,12 +18225,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "472b5bce35f57f33724ff8ec20035891324f8aefe14203eaca33e079d751ee46", + "prepared_review_unit_hash": "b32fc55936629a2e98374c72fb57e4ef359ec356fe053612d698ab5ae269a951", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11343, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18253,7 +18238,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11343, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18262,48 +18247,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated \"do not merge\" test PRs; the only clear duplicate pair is the two identical ViT test-migration PRs.", - "confidence": 0.88, + "summary": "Only pull requests 46100 and 46114 are true duplicates: they make the same tiny ViT test-only edit. The other soft-similar PRs are unrelated changes in different code paths and should remain separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest canonical representative of the exact duplicate pair: it has the simpler title and the same minimal ViT test-file diff as 46114.", + "canonical_pr_reason": "PR 46100 is the earliest and clearest representative of the identical ViT test-migration change; 46114 is a later fork with the same diff.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best overall representative because it is the clearest self-contained duplicate target; 46114 is just a forked copy of the same change.", + "best_pr_reason": "PR 46100 is the best cluster representative because it is the earliest instance of the only exact duplicate pair and has the cleanest, most straightforward title.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Different changes: 43488 is a setup/dependency/version-bump repo-bot check, while 46114 is a ViT test migration clone. Shared test-file presence is not enough." + "reason": "Different underlying changes: one is a setup/version/dependency tweak, the other edits CI workflows plus several model files. Shared Vit test file is not enough to make these the same PR." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Both are test/CI experiment PRs, but they touch different code paths and files: packaging/deps versus workflow/comment handling and utilities." + "reason": "These touch unrelated areas and solve different tasks; 43488 is a repo-bot/setup test PR while 46114 is a ViT test-migration fork." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "No same underlying bug/change; 43532 is workflow/utility plumbing, while 46114 is only a duplicated ViT test edit." + "reason": "Only broad test/CI similarity is shared. The diffs are not the same concrete bug or change and would not plausibly merge into one PR." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Too broad and not the same fix: 45932 changes multiple model configs/workflows for grafana/telemetry testing, while 46100 only adds failing tests in the ViT test file." + "reason": "Despite some testing-related overlap, 45932 is a broad multi-model/Grafana workflow PR while 46100 is a tiny ViT test edit; they do not fix the same code-path problem." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "Exact duplicate: both modify the same ViT test file with the same inserted failing tests, and the titles indicate the same test-migration intent." + "reason": "Same underlying change: both have the same diff in tests/models/vit/test_modeling_vit.py, adding the same dummy failing assertions for the migration test." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only strong duplicate is 46100/46114: they have identical diffs to the same ViT test file. The negative pair verdicts are also appropriately cautious, since the other PRs touch different areas or broader changes despite some superficial test/CI similarity." + "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical ViT test diffs, while the other pairs only share broad filename/topic overlap and do not look mergeable into one bugfix PR. The soft-edge rejections are conservative, and the accepted pair is well supported." }, "evaluator_used": true, "retried": false, @@ -18330,7 +18315,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8fd298253a579226270e6957ba6a0447af626e0c3597b2347835a320cd5957a3", + "prepared_review_unit_hash": "e9896f0dffc8b58ad76fb305b132ffecad8832a9197ebb492619742939d785d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18352,18 +18337,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share documentation and pipeline plumbing, but they target different features and code paths, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "Two separate pull requests add different pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some documentation/registration scaffolding, but they target different task names, model integrations, and test suites, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more feature-complete segmentation PR, with wider model/test coverage, so it is the better cluster representative if one must be chosen.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different features for different segmentation tasks and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative of the pair because it covers more integrations and tests, but it is still a separate feature from 43612.", + "best_pr_reason": "Neither PR is a duplicate of the other; there is no single best PR for deduplication in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: the titles and changed files show different features\u2014promptable concept segmentation vs promptable visual segmentation\u2014with separate pipeline modules and model/tests, so they are not the same underlying change." + "reason": "Different underlying features: promptable concept segmentation vs promptable visual segmentation, with different filenames, model support, and tests. Shared docs/registration changes are not enough to merge them as one PR." } ] }, @@ -18393,7 +18378,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "961f4e52d998e4215ba4738c5d46ab829144de9cf576063e9975ceb5be2750dc", + "prepared_review_unit_hash": "f6bd80506aa487001f68b177c825c991b64e3e0e6849f548799235d1576350fa", "component_budget": { "node_count": 2, "item_count": 2, @@ -18415,18 +18400,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs share a file but implement different Trainer extension points: one changes gradient-accumulation loss scaling, the other changes model signature column filtering. They are related to trainer customization, but not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are two unrelated Trainer PRs that both modify `src/transformers/trainer.py` but address different extension points: gradient-accumulation loss scaling vs. column/signature filtering for custom trainers. They are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43651 and 43663 touch different Trainer behaviors and are not duplicates of the same fix or feature.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global duplicate representative; each addresses a separate code path in src/transformers/trainer.py.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different functionality: 43651 alters loss scaling during gradient accumulation, while 43663 refactors signature column filtering for custom trainers. Shared file alone is not enough to treat them as the same change." + "reason": "Same file and broad Trainer area, but the changes solve different problems on different code paths: loss scaling during training vs. signature-based column filtering. They would not plausibly be merged as one PR." } ] }, @@ -18456,12 +18441,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "7846a5f81fa5c5f9a90fda70b9da77d0156f4279fa8d6197a653053eeef46ff5", + "prepared_review_unit_hash": "b1897cc32e0c817ed51d18233b3a276ec84925f03d6b64a38ddd7de187e2e099", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18469,7 +18454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18478,18 +18463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file and both mention TypeAdapter, but they address different concrete import/type-annotation problems in the CLI serve path, so they should not be merged as duplicates.", - "confidence": 0.82, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different concrete problems: one is a typing/name-resolution cleanup in the CLI code, the other is a guarded import/type-annotation fix for when `pydantic` is absent. Not a duplicate pair.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more canonical representative: it has the clearer, narrower fix for the pydantic-optional import path, with a small focused annotation change and an explicit issue target.", + "canonical_pr_reason": "No single canonical PR: the two pull requests address different underlying NameError/type-resolution causes in the same file rather than the same bug.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best overall representative because its title and diff align tightly with a single concrete bug, and it is more specific than the broader TypeAdapter/typing cleanup in #43656.", + "best_pr_reason": "PR #43842 is the better representative of the explicit runtime failure mode because it directly targets the missing-`pydantic` `TypeAdapter` lookup problem and has a clear issue link.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch `src/transformers/cli/serve.py`, but #43656 is a broader typing/annotation cleanup for a TypeAdapter NameError, while #43842 specifically fixes the `TypeAdapter` reference when pydantic is not installed. They do not appear to fix the same underlying bug." + "reason": "Shared file and `TypeAdapter` wording are too broad; #43656 changes unrelated typing annotations/`__future__` handling, while #43842 fixes importing/forward-referencing `TypeAdapter` when `pydantic` is unavailable. Different underlying bugs, so do not merge as duplicates." } ] }, @@ -18626,10 +18611,10 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44068|pull_request:44116", - "pull_request:44071|pull_request:44722", + "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", "pull_request:44068|pull_request:44086", @@ -18639,8 +18624,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", @@ -18682,370 +18667,346 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "5317b2da15c4b7561dd2599265611040a8e0190bfff6cfb02a35b25d5ccb70bd", + "prepared_review_unit_hash": "fc5b669945be50fff71467884bbd5a2f0ccc4a3af8625f6eb183efc4fcd9b594", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84501, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76933, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a sweep of model-by-model output-tracing refactors, not one single duplicate set. The only clear duplicate subcluster is around GPT-J/CodeGen output tracing, with a smaller duplicate pair in GPT-Neo; the rest share the broad standardized-output theme but not the same concrete code path.", - "confidence": 0.82, + "summary": "This cluster is mostly a batch of model-specific refactors to standardized output tracing. Most pairs are only thematically similar, not true duplicates; the only clear duplicate line is the GPT-Neo pair, plus the GPT-J/CodeGen follow-up variants.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR: it is the clearest and most complete representative of the GPT-J/CodeGen output-tracing refactor, with the same concrete code paths and explicit issue linkage.", + "canonical_pr_reason": "No issue artifact is present here. As a PR representative, 44722 is the best anchor for the duplicate subset because it is the most consolidated GPT-J/CodeGen output-tracing refactor and is explicitly tied to the tracking issue.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single representative for the duplicate subcluster because it updates the same GPT-J/CodeGen tracing path and appears to subsume the earlier GPT-J variants.", + "best_pr_reason": "44722 is the strongest canonical PR for the actual duplicate subset: it covers the same concrete GPT-J/CodeGen output-tracing change, is explicit about the tracking issue, and is the most complete/latest version among the closely related GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; they only share the broad output-tracing refactor theme." + "reason": "Different model families (FNet/CVT vs GPT-J); same issue tag only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT versus DeBERTa_v2 are unrelated model implementations, so this is not the same concrete change." + "reason": "Different models (FNet/CVT vs DeBERTa V2); only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the GPT-J/CodeGen output-tracing path and read like overlapping versions of the same refactor." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44085 looks like a narrower version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model paths; same theme, not the same bug or change." + "reason": "RegNet vs EfficientNet; same standardized-tracing pattern, but not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet versus GPT-J/CodeGen are unrelated implementations, so these are not duplicates." + "reason": "EfficientNet vs GPT-J/CodeGen; shared issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths; only the general standardized-tracing effort is shared." + "reason": "Different model implementations and different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa_v2 are unrelated model-specific refactors." + "reason": "MobileNetV2 vs DeBERTa V2; related refactor style only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different model families and different concrete changes." + "reason": "GPT-J/CodeGen vs MGP-STR; same theme, different concrete model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "These touch different model implementations, so they are not the same underlying fix." + "reason": "GPT-J/CodeGen vs MPT; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model path, with the later PR looking like a duplicate/follow-up of the same change." + "reason": "Same GPT-Neo file/test area and same output-tracing rewrite; one is a later variant of the other." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so this is only thematic similarity." + "reason": "GPT-J/CodeGen vs GPT-Neo; only the tracing approach is shared." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are distinct model refactors, not one duplicated change." + "reason": "Different models and files; not a duplicate change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet vs GPT-J/CodeGen; same refactor family only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different implementations; same theme does not make them duplicates." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same code-path fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen are separate model-specific changes." + "reason": "ResNet vs GPT-J; different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths." + "reason": "GPT-Neo vs ResNet; unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors, not the same concrete fix." + "reason": "ResNet vs MPT; same style of refactor, not same artifact." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are distinct model paths." + "reason": "GPT-Neo vs Flaubert; different models and code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different concrete changes." + "reason": "GPT-Neo vs GPT-J/CodeGen; only the output-tracing theme overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM is only broad thematic overlap." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo vs Flaubert; not the same bug/change." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "Different model families and different files touched." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are separate model-specific refactors." + "reason": "MPT vs GPT-J/CodeGen; different concrete implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated concrete changes." + "reason": "GPT-2 vs MGP-STR; same pattern, different model." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + "reason": "GPT-J vs MGP-STR; unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different implementations." + "reason": "ViLT vs Flaubert/XLM; not the same change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are unrelated model refactors." + "reason": "GPT-2 vs MPT; only the refactor approach matches." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "RegNet vs Segformer; different model-specific implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific changes." + "reason": "RegNet vs MPNet; same issue family but not the same change." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT and SpeechT5 are different concrete refactors." + "reason": "MPT vs ImageGPT; different concrete code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model implementations." + "reason": "TextNet vs Flaubert/XLM; not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "MPNet vs LongT5; same broad migration theme only." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model refactors." + "reason": "RegNet vs GPT-Neo; not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different concrete changes." + "reason": "RegNet vs LongT5; unrelated concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model-specific refactors." + "reason": "TextNet vs LongT5; only broadly similar output-handling cleanup." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different model code." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated code paths." + "reason": "SqueezeBert vs MPT; same refactor pattern, not same bug." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model implementations." + "reason": "SqueezeBert vs VisualBert; different attention/output implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-Neo vs SpeechT5; not the same concrete change." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "Segformer vs GPT-J/CodeGen; only the migration theme overlaps." }, { "left": "pull_request:44017", - "right": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and MPT are unrelated model refactors." + "reason": "Segformer vs LongT5; distinct model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are different concrete changes." + "reason": "Segformer vs VisualBert; different implementations." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated model-specific refactors." + "reason": "FNet/CVT vs LongT5; same issue target only." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and Segformer are different code paths." + "reason": "FNet/CVT vs Segformer; not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa_v2 are different model implementations." + "reason": "SqueezeBert vs DeBERTa V2; unrelated concrete patches." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa_v2 and TextNet are unrelated concrete changes." + "reason": "DeBERTa V2 vs TextNet; different model-specific refactors." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set; 44722 is a later, broader duplicate/follow-up." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both appear to implement the same GPT-J/CodeGen output-tracing change on the same code path." - }, - { - "left": "pull_request:44085", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are different models; shared issue tracking is not enough to merge them." + "reason": "DeBERTa V2 vs SpeechT5; not duplicates." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "FNet/CVT and RegNet are separate model-specific refactors." + "reason": "DeBERTa V2 vs ViTS; same migration pattern only." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + "reason": "FocalNet vs ImageGPT; different model code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same files; 44722 is a later, consolidated version of that change." + }, + { + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa_v2 and SpeechT5 are different model implementations." + "reason": "GPT-J vs SpeechT5; not the same underlying bug/change." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa_v2 and VITS are unrelated concrete changes." + "reason": "VisualBert vs Flaubert/XLM; different implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "FocalNet and ImageGPT are different model-specific refactors." + "reason": "Segformer vs MPT; same family of cleanup, not duplicate code." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model overlap. The accepted soft-edge pairs are the obvious same-path duplicates (GPT-J/CodeGen and GPT-Neo), and the rejected pairs are appropriately limited to shared theme rather than the same concrete bugfix. Canonical PR 44722 is also a reasonable representative because it covers the shared GPT-J/CodeGen path and has explicit issue linkage." + "feedback": "Grounded overall: the summary matches the packet\u2019s pattern of model-specific output-tracing refactors, and the accepted soft edges are limited to pairs that share the same model/file path and look like later/narrower variants of the same change. The rejections stay conservative and avoid overclaiming based only on thematic similarity or shared issue tags." }, "evaluator_used": true, "retried": false, @@ -19080,20 +19041,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "48dde5da5b8455dc2f515afc68917cb727c0d729cf4b91d10a2e05f6b5c4a79d", + "prepared_review_unit_hash": "cadc3740f6b4840c636189380f5dc4a60d94146d31b066fb739331f54ffb9b0a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84501, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -19102,42 +19063,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are pull requests for model-specific output-tracing refactors in different architectures. They share a theme but not the same underlying code path, so this cluster should not be merged across models.", - "confidence": 0.94, + "summary": "All six PRs are the same refactor pattern\u2014migrating model output handling to standardized capture/decorator utilities\u2014but they apply to different models and code paths, so they are not duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a concrete SpeechT5-specific tracing refactor, and enough scope to characterize the cluster theme.", + "canonical_pr_reason": "No single canonical PR for deduping: each PR targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5).", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single representative because it is explicitly tied to an issue and is the most clearly scoped, model-specific implementation of the standardized output-capture refactor.", + "best_pr_reason": "PR #44129 is the strongest representative of the set because it has an explicit issue target and a more concrete model-specific refactor, but it still addresses a separate code path from the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different forward paths; same pattern, not the same change." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct encoder internals; these are parallel refactors, not one duplicate fix." + "reason": "Both standardize output tracing, but they touch different models (MPNet vs VisualBert) and distinct code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths; they adopt the same decorator pattern but do not fix the same bug or change." + "reason": "Different models and different output-capture plumbing; too broad to be considered one concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model modules; both PRs update output handling, but they are separate model-specific refactors." + "reason": "RegNet and SqueezeBert are separate model implementations; shared utility migration is not enough to merge them as duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different architectures and different output semantics; the shared theme is too broad to treat as a duplicate or merge into one PR." + "reason": "SqueezeBert output tracing refactor is unrelated to SpeechT5's separate output-capture change and explicit issue-linked work." } ] }, @@ -19223,304 +19184,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "ee057249f554dbdfbed6be83892d327bac3ecb4fca0cae8afc1d3f9fee1ac127", + "prepared_review_unit_hash": "35f1e303daf716ea0ef202a1f7a772f037dd479aa50fbc339619923bf243eb22", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43779, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43769, + "estimated_input_tokens": 10943, + "estimated_eval_tokens": 22142 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43779, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43769, + "estimated_input_tokens": 10943, + "estimated_eval_tokens": 22142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose family of model-specific output-tracing refactors plus one unrelated docs toctree cleanup. The PRs share a template, but they target different model code paths, so they are not duplicates.", - "confidence": 0.91, + "summary": "No true duplicates here: the PRs are a batch of similar output-tracing refactors across different model implementations, plus one unrelated docs toctree fix. They share a pattern, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the core pattern: it is a substantial tracing refactor, touches two closely related Mamba-family implementations, and includes the new output-capture plumbing.", + "canonical_pr_reason": "PR 44003 is the best anchor among these: it is the most substantive tracing refactor, spans two related model files, and includes the shared output-capture plumbing rather than just a small per-model signature cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest standalone candidate because it is the most concrete and coherent output-tracing change among the set, with broader scope than the single-model tweaks.", + "best_pr_reason": "PR 44003 is the strongest representative of the group because it makes a concrete code-path change and is broader than the one-file refactors, but it still should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level tracing refactor pattern, but different model families and different forward paths." + "reason": "Both are output-tracing refactors, but they touch different model architectures and code paths (timm_backbone vs upernet)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and code paths; only the refactor style is shared." + "reason": "Different models and different forward paths; same refactor theme is not enough to merge as one change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; not the same underlying bug or change." + "reason": "timm_backbone and univnet are unrelated implementations with separate output semantics." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing changes, but they affect different model stacks and concrete code paths." + "reason": "One is timm_backbone, the other is mamba/falcon_mamba; they do not fix the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and runtime paths; similarity is only at the refactor template level." + "reason": "Different model families and different forward implementations; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations; not a duplicate fix or mergeable single change." + "reason": "MobileNetV1 and UnivNet are unrelated model paths, so this is not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths, even though both adopt the same tracing refactor style." + "reason": "Same broad tracing refactor, but MobileNetV1 and UperNet are distinct code paths and fixes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; same general refactor theme is too broad to be duplicate." + "reason": "MobileNetV1 and DepthAnything are different models; they are not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder wrapper code paths; not the same concrete change." + "reason": "Different architectures and different forward signatures; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and call paths; similar cleanup, not duplicate work." + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate model implementations, not one bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models and outputs; the shared theme is only tracing refactor." + "reason": "Vision-text dual encoder and UnivNet are unrelated; similar output-tracing cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct architectures and forward implementations, so they are not the same change." + "reason": "These are different model subsystems with different output handling needs." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model families and cannot plausibly be merged as one concrete fix." + "reason": "Different code paths (vision-text dual encoder vs mamba/falcon_mamba); not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same broad tracing cleanup category, but different model code paths and behavior." + "reason": "Different model families and different affected files; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; no shared bug beyond the refactor pattern." + "reason": "UnivNet and UperNet do not share the same concrete bug or code path." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families and forward logic; not a duplicate." + "reason": "Different model stacks and different output-tracing implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks; too broad to treat as the same underlying change." + "reason": "DepthAnything and UnivNet are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models and concrete code paths; only the output-tracing style overlaps." + "reason": "UperNet and RWKV are unrelated model implementations; same pattern, different fixes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Not the same implementation or bug; just a similar refactor pattern." + "reason": "Different subsystems and different code paths; not one underlying bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and modules; these are not the same underlying change." + "reason": "Mamba/Falcon-Mamba and SuperPoint are separate implementations with different tracing behavior." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Separate architectures and forward logic; similar cleanup does not make them duplicates." + "reason": "Mamba-style recurrent models and CodeGen are different code paths; not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; only the tracing refactor motif matches." + "reason": "timm_backbone and CodeGen are unrelated models; only the refactor motif overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Distinct models and concrete forward behavior; not mergeable as one fix." + "reason": "UnivNet and CodeGen are not the same concrete issue." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Same broad theme, but different model implementations and behavior." + "reason": "UperNet and CodeGen are unrelated model paths." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model-specific forward code; not the same bug or change." + "reason": "Vision-text dual encoder and CodeGen do not share the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Related refactor style, but the PRs target different wrappers and code paths." + "reason": "DepthAnything and VisionEncoderDecoder are different models; not the same bug or feature change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and runtime paths; not a duplicate fix." + "reason": "DepthAnything and SpeechEncoderDecoder are different code paths, so this is not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate model implementations, so this is only thematic similarity." + "reason": "DepthAnything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output logic; not the same underlying issue." + "reason": "Different model families and different output-tracing logic; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths despite the shared tracing-refactor pattern." + "reason": "DepthAnything and DPR are separate model fixes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are different model classes and code paths." + "reason": "VisionEncoderDecoder and DPR are unrelated code paths with different semantics." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; the overlap is only in refactor style." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations, even if both are encoder-decoder wrappers." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Unrelated model families and forward paths; not duplicate work." + "reason": "Different models and different forward behavior; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different concrete model behavior, so these are not the same change." + "reason": "VisionEncoderDecoder and DPR are separate model paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and files; not a single underlying bug or fix." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate code paths and architectures; only the refactor motif is shared." + "reason": "SpeechEncoderDecoder and RWKV are different model types and not a shared bug fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models and concrete behavior; not the same change." + "reason": "SpeechEncoderDecoder and DPR do not share the same concrete code-path problem." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Distinct model implementations and tracing paths; not duplicates." + "reason": "SuperPoint and RWKV are unrelated implementations; similar refactoring pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and architectures, so they should stay separate." + "reason": "Different model families and different output-tracing mechanics." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward implementations; only the refactor pattern overlaps." + "reason": "RWKV and DPR are distinct model code paths; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "The docs toctree cleanup is unrelated to model output tracing." + "reason": "SpeechEncoderDecoder code changes are unrelated to a docs toctree edit." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Documentation navigation change, not the same kind of model refactor." + "reason": "VisionEncoderDecoder model code is unrelated to the documentation-only toctree fix." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Docs-only toctree edit is unrelated to the model tracing PR." + "reason": "UnivNet model refactoring and a docs navigation change are not the same change." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Unrelated docs cleanup versus model forward/tracing changes." + "reason": "UperNet code refactor vs docs toctree update; unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Documentation restructuring is not the same underlying change as model output tracing." + "reason": "timm_backbone output tracing and a docs toctree fix are unrelated." } ] }, @@ -19553,52 +19514,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "056a5defb29e5d7941dbdff78b97b7324b3df56a452db784f88a882c57c9cec1", + "prepared_review_unit_hash": "4eb018ae0ac1cd29b6c6468f997aabbf53aca67ab84188cda48ad22ef4606456", "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": 10913, + "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": 10913, + "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 PRs are separate model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The shared files are mostly framework boilerplate for registering a new model, not evidence of the same underlying bug or change.", - "confidence": 0.96, + "summary": "These are three separate model-integration PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). Their overlap is mostly boilerplate around docs and Auto registries, not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45075 is the best representative of the cluster: it is a full, self-contained model integration with conversion, modeling, processing, tests, and config updates, whereas the others are different model families.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45075 is the strongest standalone PR in the set, but only as a representative of a new-model integration pattern; it is not a duplicate of the other two.", + "best_pr_reason": "If a single representative is needed, PR 45075 is the broadest and most complete model addition in the set, but it is still a distinct feature rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and codepaths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. Shared auto/docs registration files are boilerplate, not duplicate evidence." + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic integration boilerplate, not evidence of the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2) with distinct configs, converters, processors, and tests. Similar registration scaffolding is not enough to treat them as the same change." + "reason": "Different model integrations for PenguinVL and DeepSeek-OCR-2. The common files are standard auto-registration and docs plumbing, not the same bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS solve unrelated problems in different modalities (OCR vs TTS) and touch different implementation paths. They are not mergeable as one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and targets. Similar touched files reflect framework-wide setup only." } ] }, @@ -19628,7 +19589,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7ec26b41425bacf77fed87d34dbf523793c66fdac61457df6a909bff0d2a06a8", + "prepared_review_unit_hash": "e7651c42b144c3213f1567deba93a4bb1d1f5a5f023ef2a7ab8f8a26ae90b39d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19650,18 +19611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel-fusion PRs, but they do not look like the same change: one adds a generic Module Fusion API scaffold, while the other implements n-to-1 kernel fusion through KernelConfig and integration hooks. They could complement each other, but not be merged as duplicates.", - "confidence": 0.87, + "summary": "These two PRs are related to fusion infrastructure, but they implement different layers and use cases: one introduces a generic module-fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and related integration points.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the better canonical PR because it makes the concrete feature change: KernelConfig-driven n-to-1 fusion wired into model loading/integration code, with an example showing end-to-end use. PR #44979 is more of an API foundation and does not appear to implement the same concrete behavior.", + "canonical_pr_reason": "PR #44979 is the more canonical cluster representative because it establishes the core module-fusion API and abstractions that the other work could build on.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it targets the actual user-facing fusion mechanism and touches the code paths needed to make it work, rather than just defining the underlying module-fusion abstraction.", + "best_pr_reason": "PR #45363 is the best standalone PR for a concrete user-facing change: it connects KernelConfig to actual model loading/integration and includes an end-to-end example.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but different scope and likely different merge units: #44979 adds a generic Module Fusion API and tests, while #45363 implements KernelConfig-based n-to-1 kernel fusion across model-loading/integration paths. They are not the same concrete bug/change." + "reason": "Related fusion work, but not the same underlying change. #44979 adds a general module-fusion API and tests; #45363 implements specific n-to-1 kernel fusion plumbing via KernelConfig, integrations, and example code. They could not plausibly be merged into one PR as duplicates." } ] }, @@ -19691,7 +19652,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f092f7d542120c92e78e9bc6a571a8b8052283cbf2603fa0e984a8088b691b85", + "prepared_review_unit_hash": "a4cda2c3c6638ba575f7ac9fa6c0744d8b0f79bd83d52793afcc5e4d92af95eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -19713,18 +19674,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same concrete AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the same fix plus tests, so they are duplicate candidates.", + "summary": "Both pull requests address the same Mistral regex patch bug in the same file with near-identical code changes; the later PR also adds tests, so it is the better canonical choice.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage, making it the more complete representation of the fix.", + "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same AttributeError as #45086 and also includes test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR candidate because it fixes the same bug as #45086 and adds validation/tests, so it is the most complete and maintainable version of the change.", + "best_pr_reason": "PR #45317 is the best overall PR because it targets the same concrete code-path bug as #45086 but is more complete and verifiable due to added tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; the second PR is the same change with added tests, so they could plausibly be merged into one PR." + "reason": "Same underlying bug and same fix in _patch_mistral_regex; the diffs overlap almost exactly, and the second PR only adds tests around the same change." } ] }, @@ -19754,7 +19715,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "192dec3a76c7033644aa9133c193fd89bdd1e4b2c26d31a81add50c73a0a0d53", + "prepared_review_unit_hash": "88ce541a9cc09b31a906009ca6c12c5c5328532c1489be2d2045127a99fcd93d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19776,18 +19737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH but address different changes: PR 45115 is a small conversion-mapping/refactor for checkpoint key renaming and model inheritance, while PR 45569 is a broader architecture split introducing separate NemotronHDense/NemotronHSparse models, docs, and tests. They are not duplicates.", - "confidence": 0.96, + "summary": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a checkpoint-conversion / inheritance refactor for NemotronH, while #45569 is a broader model split into NemotronHDense and NemotronHSparse with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete implementation: it introduces the dedicated dense/sparse model packages, updates auto-mapping and docs, and includes tests. PR 45115 is narrower and more provisional, focused on conversion mapping and inheritance plumbing.", + "canonical_pr_reason": "#45569 is the better canonical representative because it is the broader, more complete NemotronH family change and includes the user-facing model split plus docs/tests, whereas #45115 is a narrower conversion-mapping refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative artifact because it covers the main user-facing model restructuring and contains the fuller codepath changes, while PR 45115 appears to be an earlier, narrower refactor step.", + "best_pr_reason": "#45569 is the best PR for the cluster since it subsumes a larger portion of the NemotronH architecture work and is more likely to be the primary integration point for related follow-up changes.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different underlying changes. 45115 mainly renames checkpoint conversion keys and adjusts inheritance/config plumbing; 45569 splits NemotronH into separate dense/sparse model families with docs and tests. They touch some shared files but would not plausibly be merged into one PR as the same fix." + "reason": "They share NemotronH files, but the concrete changes differ: #45115 adds conversion mapping and inheritance-related refactoring, while #45569 splits the model into dense/sparse variants and updates docs/tests. Not the same underlying code-path fix." } ] }, @@ -19817,7 +19778,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "536d16a6e4efe865c1728d9c35fe32533f8c0ded1d241b206ccd3270d8198e7f", + "prepared_review_unit_hash": "90d34802d4ce9578ed6b587b40124e409c802d027162e10989ea8f0a699dc689", "component_budget": { "node_count": 2, "item_count": 2, @@ -19839,18 +19800,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous per-layer configuration support, the other adds heterogeneous modeling/runtime support built on top of that config work. They share infrastructure files, but they are not the same underlying change.", - "confidence": 0.93, + "summary": "These are related feature PRs in the same heterogeneity effort, but they are not duplicates: one introduces per-layer heterogeneous config support, the other extends the model/runtime stack to consume it. They touch overlapping files yet implement different layers of the feature.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #45333 is the config-layer foundation, while #45332 adds broader modeling/cache/masking changes and is a separate follow-on change.", + "canonical_pr_reason": "PR #45332 is the better umbrella candidate because it covers the end-to-end heterogeneous model support path, including cache/modeling changes and per-layer config consumption, making it the more comprehensive representative of the feature work.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the broader end-to-end heterogeneous model support PR, so it is the better representative of the cluster theme, even though it depends on the config work in #45333.", + "best_pr_reason": "PR #45332 is the best single representative for the cluster because it is broader and more user-facing, with concrete modeling/runtime changes beyond the config plumbing introduced by #45333.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related stack, but not the same concrete bug/change. #45333 introduces heterogeneous per-layer config support; #45332 extends modeling, cache, and masking behavior to use it. They could not be cleanly merged as one duplicate PR." + "reason": "Related but distinct feature work: #45333 adds heterogeneous config plumbing, while #45332 adds model/runtime support that consumes that plumbing. They are not the same concrete bug/change and would not normally be merged into one PR as duplicates." } ] }, @@ -19880,12 +19841,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cf25d9cfb8ba1acaf86a97eefd8c60fa91eaab1112b6564e45049bc9414c346f", + "prepared_review_unit_hash": "75514ab4a70930d71851e9d801b75d8e74eb0a43ffae80928bd15fb3a2234dcc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19893,7 +19854,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19902,18 +19863,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-oriented, but they address different scopes: #45415 is a broad repo-wide type-checking sweep, while #45425 is a narrower protocol/typing refinement around modeling utilities and PEFT-related interfaces.", - "confidence": 0.89, + "summary": "These are related typing-focused PRs, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds specific typing protocols/aliases for modeling_utils and PEFT-related integrations. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better canonical representative because it is a focused, self-contained typing change; #45415 is a broad housekeeping sweep across many files and is less suitable as the cluster anchor.", + "canonical_pr_reason": "PR 45425 is the better canonical PR because it has a clearer, more concrete typing change centered on shared abstractions and a smaller set of affected code paths.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the strongest representative of this cluster because it has a coherent target and clearer code-path impact, whereas #45415 is a large cross-cutting type-check enablement patch.", + "best_pr_reason": "PR 45425 is the best representative of the cluster: it makes a specific typing refactor, whereas PR 45415 is a broad enablement/sweep across many files and is less suitable as a duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are about typing, but they are not the same underlying change. #45415 is a broad type-checking cleanup across many modules; #45425 adds specific typing protocols and modeling-utils-related stubs. Shared files and subsystem are not enough to treat them as duplicates." + "reason": "Do not treat as duplicates: 45415 is a wide type-checking pass with pyproject ignore adjustments and many file annotations, while 45425 adds focused typing protocols/aliases for modeling_utils and PEFT-related code. They overlap in theme and some filenames, but not in the same underlying change or fix." } ] }, @@ -19950,12 +19911,12 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "316c6f1778779b75c9c161c484b3bad17aaf87b766489f7102a68d3a44064265", + "prepared_review_unit_hash": "440c2e02fd61eae7c09f4195b6ee1782e4426fcd4d4d88508dcf61c6ff1dfb15", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12531, + "serialized_chars": 12529, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19963,7 +19924,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12531, + "serialized_chars": 12529, "estimated_input_tokens": 3133, "estimated_eval_tokens": 6522 }, @@ -19972,42 +19933,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose similarity group around device/expectation updates, but the artifacts are not true duplicates. Two PRs are concrete model-parallel bug fixes in different models, while the others are test-only expectation adjustments in unrelated areas.", - "confidence": 0.73, + "summary": "These PRs are thematically related around device/parallel execution and test expectation updates, but they do not fix the same underlying bug or change. The cluster is not a true duplicate set; it mixes separate model code-path fixes and unrelated test-only expectation tweaks.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the broadest concrete code fix: it addresses a real model-parallel device-placement bug in AltCLIP/ChineseCLIP model code and includes targeted test updates. It is more representative than the narrower or test-only PRs.", + "canonical_pr_reason": "PR 45487 is the best anchor for the cluster because it is the most concrete runtime fix: it corrects device placement in model-parallel forward code and spans multiple affected model implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative artifact in this cluster because it fixes an actual runtime bug in model code rather than just updating test expectations, and it covers the same general class of device-mismatch issue more fully than the other code-fix PR.", + "best_pr_reason": "PR 45487 is the strongest representative of the shared theme, but it is not a duplicate of the others; it addresses an actual model-parallel bug rather than just adjusting test expectations.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are model-parallel device-placement fixes, but they hit different models and different code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio). Too different to merge as one PR." + "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; they are related in theme, not the same change." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 is a model-code bug fix; 46151 only adds test expectations for pipeline outputs. Different artifact types and different subsystems." + "reason": "45487 fixes model-parallel runtime behavior, while 46151 only adds pipeline test expectations for XPU; different artifacts and different underlying issues." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "One is a runtime fix in Qwen2-Audio model code; the other is a test expectation update for pipeline token classification. Not the same underlying change." + "reason": "One is an audio-model code fix and the other is a token-classification test update; they do not share the same concrete bug or mergeable change." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Both touch tests, but they are for unrelated areas: distributed trainer parity assertions vs token-classification pipeline expectations. No shared bug/change." + "reason": "Both touch distributed/device-related tests, but they target different test suites and different behaviors; this is not the same underlying change." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "These are both test-related, but they concern different models and different expectations (Kosmos2.5 integration vs token-classification pipeline). Not duplicates." + "reason": "Both are test-only, but for different models and expectations; they do not look like duplicates or one mergeable fix." } ] }, @@ -20039,12 +20000,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "6d206235d9654178271ce29124fefb1b020db0c6530b1d78c70bb9b038776a0a", + "prepared_review_unit_hash": "ccb4811de0ea476a90cbd2d6f44313a8d1ef1232f2d0e07a59d18ce18a4a0d58", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20052,7 +20013,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -20061,30 +20022,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two Mamba2 PRs are about the same cached-forward seq_len>1 bug and are good duplicate candidates; the Qwen3.5 PR is a separate model-family fix and should not be merged with them.", - "confidence": 0.96, + "summary": "Two Mamba2 PRs are the same underlying bug fix for `use_cache` with `seq_len > 1`; the Qwen3.5/OLMo-Hybrid PR is a separate model-specific cached-forward issue and should not be merged with the Mamba2 fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46098 is the most complete representative of the Mamba2 bug fix: it has the clearest title, explicitly targets the tracked issue, and includes the code fix plus tests/docs around the same cached seq_len>1 failure mode.", + "canonical_pr_reason": "PR #46098 is the strongest representative: it targets the same Mamba2 cached-forward bug as #46084, has the same issue target, and is more complete/specific with code, tests, and docs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46098 is the strongest standalone PR for the cluster because it spells out the concrete bug, covers both CPU/GPU paths, and is broader than the smaller companion fix in 46084.", + "best_pr_reason": "PR #46098 is the best standalone triage point for the cluster because it fully describes the Mamba2 failure mode and appears to subsume the narrower fix in #46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different code paths: Qwen3.5 linear attention vs Mamba2 mixer cache handling. Similar cache-length symptoms are not enough to treat them as the same underlying change." + "reason": "Different underlying problems in different model families: #45513 is about Qwen3.5/OLMo-Hybrid linear attention cached multi-token forward, while #46084 is Mamba2 `use_cache` with `seq_len > 1`." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Both PRs fix the same Mamba2 use_cache seq_len>1 cached-forward bug against issue #46032, touch the same core files, and could plausibly be merged into one consolidated PR." + "reason": "Same concrete Mamba2 code-path bug and same issue target (`#46032`); #46098 looks like the broader version of the same fix, adding docs/tests around the same cached-forward correction." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The Qwen3.5 PR is correctly treated as separate from the Mamba2 fixes, and the 46084/46098 pair is reasonably treated as mergeable into one PR for the same issue (#46032) since they share the same model, files, and failure mode. The canonical/standalone PR reasoning for 46098 is also supported by its broader scope and explicit issue linkage." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The separation of PR #45513 from the Mamba2 fixes is well supported by the different model families and filenames. The linkage between #46084 and #46098 is also reasonable: they share the same issue target and Mamba2 files, and #46098 appears to be the broader, more documented version of the same bugfix. No clear overstatement is evident." }, "evaluator_used": true, "retried": false, @@ -20111,7 +20072,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "20b05605e6c0803317f34054cb4e88e71a54c56416d72cacf90fa219ca8aee97", + "prepared_review_unit_hash": "6da8c7f5d260b5302294c69ae8c4238ff6ee25f4f0cd1a61430019a3e97744d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20133,18 +20094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to expert-parallel loading, but they fix different failure modes: one preserves distributed config and adds an EP detection helper for DeepSpeed ZeRO-3/accelerate launch, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast and adds DTensor-aware handling across the loading path.", - "confidence": 0.91, + "summary": "Both PRs are about EP-related loading, but they fix different bugs in different code paths: #45548 targets distributed_config serialization and the has_ep check for accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes expert tensors being overwritten during FSDP2/post-shard loading. They are related, but not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate pair here; the two changes target different code paths and different concrete bugs.", + "canonical_pr_reason": "No single canonical PR: #45548 and #45662 address different EP-loading failures in different mechanisms (serialization/feature detection vs post-shard tensor handling).", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a more concrete loading corruption bug with a clearer end-user symptom and a broader, internally consistent fix across the loading stack.", + "best_pr_reason": "#45662 is the better representative of the cluster\u2019s concrete bug-fix theme because it addresses a specific, reproducible code-path corruption of expert parameters during loading.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve EP/loading, but they do not appear to fix the same underlying bug. #45548 is about keeping distributed_config/EP state available for ZeRO-3 loading via accelerate launch, while #45662 prevents expert parameters from being silently overwritten during FSDP2 rank-0 broadcast and adds DTensor-aware post-shard handling. Same subsystem, different failure modes and patch shapes." + "reason": "Reject: they share the EP/loading theme and one file, but the underlying problems differ\u2014#45548 fixes config serialization and has_ep detection for accelerate/ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. They would not plausibly collapse into one PR." } ] }, @@ -20174,7 +20135,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7bb44fc66c42b7ec2793ed5a1c58fd4a6d9022c436278beb967744bce4e3c511", + "prepared_review_unit_hash": "3ce14dc8146de7790f7cc6f1d16938911f635be1714271dd89bff59ab9e5833c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20196,18 +20157,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in Transformers testing utilities; #45645 appears to be the broader, more complete version of #45639 and adds the CI-side handling needed for the new per-worker files.", - "confidence": 0.91, + "summary": "Both PRs are about the same xdist/captured_info collision problem on issue 45561; PR 45645 is the broader follow-up that includes the logging fix plus CI log aggregation, while 45639 is a narrower subset.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the more complete fix: it includes the core xdist-safe output-file change in testing_utils plus the workflow update to collect multiple captured_info files, so it subsumes #45639.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it covers the core xdist-safe output change and also updates the CI workflow to consume multiple captured_info files, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the best representative of the cluster because it covers the full end-to-end change needed to make captured_info logging xdist-safe and still visible in CI.", + "best_pr_reason": "PR 45645 is the best PR to keep because it addresses the same bug with the most complete end-to-end handling; 45639 appears to be an earlier narrower variant of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: xdist collisions for captured_info/debug logs in testing_utils. #45645 expands the same fix with workflow adjustments, so the pair is plausibly one combined PR." + "reason": "Accept: both PRs fix the same concrete xdist collision around captured_info output in testing_utils, and the larger PR 45645 plausibly subsumes the narrower 45639 changes." } ] }, @@ -20306,12 +20267,12 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "ca5e1ce36097f5e07b0742dd72135940ed5b0981d1f6f063a4e1b82f0eec64dd", + "prepared_review_unit_hash": "ea4b02e46ed3e66cdc420be1475869e7d8b3aa088494a87bc3d866ac5e5b2d05", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7263, + "serialized_chars": 7264, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20319,7 +20280,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7263, + "serialized_chars": 7264, "estimated_input_tokens": 1816, "estimated_eval_tokens": 3888 }, @@ -20328,30 +20289,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-specific PRs adding SDPA/attn_implementation dispatch support and doc badges. They are conceptually related, but they do not look like duplicates of the same concrete code change.", - "confidence": 0.94, + "summary": "These are three separate model-level attention-dispatch PRs: CTRL and T5 both add SDPA support, while ShieldGemma2 adds broader attn_implementation dispatch. They are related by theme but not duplicates of the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46154 is the best representative of the cluster: it targets the common SDPA dispatch feature, has the broadest implementation/test footprint, and is the clearest exemplar of this family of model-specific attention-dispatch updates.", + "canonical_pr_reason": "No true duplicate canonical PR exists here because each PR targets a different model/code path. If one representative is needed, PR 46154 is the clearest exemplar of the SDPA-dispatch change with explicit model tests and documentation updates.", "best_issue_reason": null, - "best_pr_reason": "PR #46154 is the strongest global representative because it combines the feature addition with more visible test coverage and a clearer, canonical title for the shared theme.", + "best_pr_reason": "PR 46154 is the strongest standalone PR to represent this cluster because it has the most explicit SDPA-dispatch scope and associated test coverage, making it the most complete and readable implementation among the three.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different model implementations (ShieldGemma2 vision model vs CTRL text model). Same broad attention-dispatch theme, but not the same concrete bug/change and not something to merge into one PR." + "reason": "Both touch attention dispatch, but they are for different models (ShieldGemma2 vs CTRL) and do not appear to fix the same concrete code-path problem." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Both add attn_implementation support, but to different model code paths (ShieldGemma2 vs T5). This is a shared feature area, not a duplicate fix." + "reason": "ShieldGemma2 attn_implementation dispatch is a different model-specific change from T5 SDPA dispatch; shared theme is too broad to treat as duplicates." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "CTRL and T5 are distinct architectures with separate attention implementations and tests; they are similar feature PRs, but not the same underlying change." + "reason": "Both are SDPA-dispatch PRs, but for different architectures and model files (CTRL vs T5), so they are not mergeable as one duplicate fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a26ae41c334e735e2bfff4a4d9c08f474f7d796b..50bd07929564e41dfa9a5a6c9a891bbb32bba496 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260523t060016z", + "analysis_id": "hybrid-model-20260523t120023z", 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"soft_pair_count": 69, + "serialized_chars": 48401, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated similarity pairs; only two look like true duplicates: the ZeRO-3/Bert index-0 OOB reports and the AutoTokenizer wrong-token-ID regression reports.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the broadest and most representative concrete bug report here: it describes the v5 AutoTokenizer token-ID regression across multiple model families, which is the clearest duplicate-worthy issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue anchor because it is specific enough to be actionable, broad enough to subsume the related tokenizer regression report, and has the clearest cross-model scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API crash." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: AMD GPU failure on GPT-OSS vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model paths and error types; not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but the model, device, and failure mode differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete problems in different model implementations." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to AMD GPU support failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch vs ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and FineGrainedFP8 load failure are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time ONNX failure vs device-map cudaErrorAssert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs documentation update issue; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are outdated-docs issues, but they target different removed APIs and docs sections." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export problem vs import error for GenerationMixin are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape index error and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl SFT embedding unpacking bug vs training resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 Bert loading bug vs mask/index shape mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "No shared code path; Bert ZeRO-3 loading and resume/trust_remote_code are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and different model-loading contexts." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/index mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and model-training resume bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failure class and different affected path." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape indexing error and embedding unpacking error are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to training-resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures with different symptoms and triggers." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3/BertModel index-0 out-of-bounds failure during loading; they look like duplicate reports of the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy issue is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save-load mismatch are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 execution failure and LoRA consistency issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP size mismatch is unrelated to mask indexing errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are distinct failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 load failure is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer kwarg breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems and different symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device placement and the other is reverse embedding lookup overhead." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 device-map cudaErrorAssert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Embedding unpacking with TRL and GPT-OSS TP support are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, devices, and error signatures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as NVFP4 runtime failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "torch dynamo grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking bug are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross-entropy issue and Qwen3.5 embedding unpacking issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed features and different doc fixes." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL embedding unpacking issue and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime bugs in different training stacks." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss kwarg breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP tensor size mismatch vs import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU support failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy and mask/index mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 load failure are different model-specific problems." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 device-map assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure is unrelated to table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral-Mini and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer token-ID regression across model families; 45920 is the broader duplicate of the Granite-specific report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to RAG docs updates." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading issue are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body descriptions, and the remaining soft-edge rejections avoid overclaiming shared root cause beyond what the evidence shows. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "0e5958b90eb8bb04775c57b53e4ef61bb8800dade8c226df8ee9c2a37c10fb87", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39124, + "estimated_input_tokens": 9781, + "estimated_eval_tokens": 19818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated model-loading, config, dtype, and runtime issues. Only the SigLIP2 pair looks like a credible duplicate; the custom-module cache-path pair is adjacent but not the same bug.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45698 is the best canonical issue: it is open, user-facing, and has the clearest actionable save_pretrained/from_pretrained custom-code loading regression with broader discussion than the other nearby loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone triage target because it has a concrete reproduction, current open status, and a focused failure mode that is easier to act on than the more diffuse runtime reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Same broad sliding-window theme, but different models and different concrete failures (Gemma3/vLLM attribute access vs Qwen3-MoE behavior)." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "A model-loading test failure and a corrupted checkpoint report are not the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table-question-answering crash are unrelated code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both mention index errors under ZeRO-3/BERT, but the concrete symptoms and setups differ too much to merge confidently." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and a PretrainedConfig/pydantic regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A ZeRO-3 BERT index error and a Torch/Transformers incompatibility are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat-model crash and the other is a streaming API failure; not the same code path." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family issues, but missing sliding_window_pattern and a device mismatch are distinct bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference and an MPS histogram kernel error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS int histogram limitation are separate runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related runtime errors, but grouped_mm tracing and autocast dtype mismatch are different concrete bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window_pattern issue are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers incompatibility and Gemma4 device mismatch are distinct problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3 index failures, but the error signatures and affected models differ enough to avoid merging." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch MoE/GPT-OSS, but one is a grouped_mm tracing bug and the other is a tensor-parallel support problem." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 memory growth/OOM and tied-weight translation-model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "dtype mismatch under autocast and streaming chat/completions failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 init/config regressions, but unexpected _is_hf_initialized and pydantic field handling are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "A broad remote_code regression and a Torch/Transformers version incompatibility are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE is unrelated to the PretrainedConfig/pydantic change." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime/toolchain bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index-out-of-bounds reports under ZeRO-3, but they affect different setups and error signatures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report broken SigLIP2 behavior on the same model family; bad text embeddings and nonsensical AutoModel/pipeline outputs plausibly share one underlying regression." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend handling is unrelated to Torch/Transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Unwrapping text_config for composite Qwen configs and uninitialized inv_freq after to_empty are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking/trl issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and a GLM5 issue are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "These are adjacent custom-code loading bugs, but one is a cache-path collision for local models sharing a leaf directory name and the other is wrong module resolution after save_pretrained; not clearly one mergeable fix." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight handling in a specific Mistral3 multimodal model and broader translation-model tied-weight issues are related in theme but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly reasonable, but it overstates the evidence for at least one soft-edge merge. In particular, accepting issue:45632 vs issue:45698 as the same bug is not well grounded from the packet: one is a trust_remote_code cache-path collision for local models sharing a leaf directory name, while the other is from_pretrained loading the wrong custom module after save_pretrained. Those look adjacent, but not clearly one mergeable fix. Also, phrases like \"broad impact\" and \"likely share one underlying regression\" are a bit stronger than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "1b6c635565c820ed5d373d99e857494b922033147f4e4d92fd3d4adab909d236", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37512, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers issues. The only clear duplicate-style match is the v5 non-persistent buffer regression pair; the rest are different bugs, models, or docs problems. No PRs were provided.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43950 is the best canonical because it most clearly states the non-persistent-buffer regression in v5 and is the most specific, root-cause-oriented report among the duplicate-like pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the strongest overall representative of the only true duplicate cluster here: it is precise, broad enough to subsume the related report, and directly describes the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache crash vs. tied-weights behavior in translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure and flash-attn2 fallback gating are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and a docs typo are not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as stale run-command docs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 failure and GraniteMoEHybrid invalid method are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are mishandled/corrupted with junk values." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc/example errors and poor text embeddings are separate problems." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 SDPA/NaN issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer kwarg TypeError and DeepSpeed ZeRO-3 loading failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is different from torch/transformers version incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but this looks like a different Qwen3_5Moe materialization path rather than the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are different failures." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs. generic loading noise are not the same underlying issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and tokenization changes are distinct." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings in SigLIP2 are different symptoms." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn illegal memory access on Qwen3.5 and CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states failure is unrelated to Qwen rotary embedding uninitialized memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad Voxtral tokenizer loading error and glm-4v-9b load failure are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 quantization OOM are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 embedding degradation and HF-vs-JAX discrepancy are related only by model family, not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and ScandiBERT load failure are not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU loading failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too broad to treat as the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise and sleng-bert load failure are different reports." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different performance issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 are different model/load failures." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "These are separate model-loading failures with different error signatures and root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only accepted duplicate pair, issue:43950 with issue:44534, is well supported by the titles and packet text. No PR-pair mergeability concerns apply here because no PRs were provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "d21fa50cb4c4875fa8c27c43d17c5d9f56c54250eb70039a046a247ba6b7f8b6", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38072, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer/model-loading regressions with no single broad duplicate. Only one soft edge looks like a true duplicate: the two docs issues about stale v5 pipeline-task references. All other candidate pairs are different bugs or different subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44509 is the broader, more explicit version of the docs regression: it covers multiple removed pipeline tasks and subsumes 43827's narrower summary.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the best issue candidate because it is the clearest, most comprehensive statement of the docs cleanup needed after v5 pipeline removals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram/int typing vs Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different bugs: missing Qwen2.5-VL import vs bitsandbytes __new__ kwarg incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked; not the same code path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility issue vs a warning about tie_word_embeddings; related theme but not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name edge case vs broader remote_code breakage; distinct failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is a tokenizer-specific bug, not the flash-attn fallback issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec/regression; different underlying problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model-specific key error vs flash-attn fallback gating; no shared bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same docs regression: both report stale references to removed v5 pipeline tasks, with 44509 being the broader wording." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption on from_pretrained; different mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero-3/Bert index error is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure vs remote_code breakage; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading/runtime problem vs _torch_extract_fbank_features issue; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Different bitsandbytes vs init_empty_weights / _is_hf_initialized incompatibilities." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE loading/FP8 issue is unrelated to bitsandbytes constructor incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer error message vs est-roberta tokenizer loading regression; distinct models and failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading issues, but one is Qwen3-Next all-missing params and the other is Qwen3.5 language_model loading; too different to merge." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer compute_loss signature mismatch vs tensor/mask shape mismatch; unrelated bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA vs missing supports_gradient_checkpointing flag; different issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs gradient averaging with GAS and DeepSpeed; distinct training bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash vs NemotronH checkpoint loading failure; separate model implementations." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes incompatibility is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask/tensor index errors, but the reported shapes and contexts differ enough that they do not look like the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video input regression across multiple Qwen variants vs a specific Qwen3-vl-embedding StopIteration; related area but not the same failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral vs a model-loading failure for cjvt/sleng-bert; different problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs image processor void segmentation-map failure; no shared bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not duplicates." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling bug vs uninitialized-memory read in Qwen3_5MoeTextRotaryEmbedding; different implementations and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:43827 vs issue:44509, is well supported by the titles: both describe stale docs references to removed v5 pipeline tasks, with 44509 clearly broader. The remaining rejections stay cautious and do not overclaim duplication from the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "b0b3fe14205ef052d89f7b0d611c333ed599226ea3ec36e7a5bfc9d432787219", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues with a few true duplicate pairs. The clearest duplicate groups are SigLIP2 loading/output regressions, non-persistent-buffer corruption in v5, custom model initialization failures, and a BERT model-loading regression.", + "confidence": 0.89, + "canonical_issue_reason": "I\u2019d anchor the cluster on issue 43644 because it is a clear, regression-focused description of the non-persistent-buffer bug and has an exact duplicate in 44534, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall representative: it is specific enough to describe the core regression cleanly, yet generic enough to subsume the matching duplicate 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different symptoms and code paths: FSDP2 KeyError in attention vs device_map forward mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading/runtime bugs, but the buffer-corruption regression and Kosmos2.5 OCR index error are distinct." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model-specific failures: Qwen3-vl video StopIteration vs MPS histogram support for int." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class and meta-device loading breakage are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA in Bamba vs Flash Attention on Qwen3.5 with 3D position_ids." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Both involve low-level model loading, but GGUF gpt-oss support and Float8 storage lookup are separate issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; the notebook-specific report is just a variant of the generic failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-family failures: video StopIteration vs TRL SFT unpacking of input embeddings." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure do not share a concrete code-path problem." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-addition bug and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime errors, but StopIteration in video handling and mask shape mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 issue: incorrect loading/processing leads to zero or nonsensical outputs for the same model." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 Bert index error and add-new-model-like tokenizer-mapping failure are different failures." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention index/init problems, but the Bert ZeRO-3 error and tokenizer-mapping bug are not the same code path." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation on granite_speech and glm4v config validation are separate model/config issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map dequantized-model loading and Strix Halo mmap OOM are different concerns." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer corruption regression; 44534 is essentially a re-report of 43644." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero-probability output and a documentation example with multiple errors are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe compatibility across hf versions and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3-MoE FineGrainedFP8 failure are different issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and different failures." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for Qwen3.5 language_model and incorrect visual-encoder keys in save_pretrained are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same loading failure class for the same BERT-style models; 44488 is a duplicate report of the model-loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are different problems." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD args being ignored are different Trainer/optimizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are plausible from the titles/body metadata: 43644/44534 is effectively the same non-persistent-buffer regression, 43645/43646 are clearly the same custom-model initialization bug, 44451/44488 are the same BERT loading regression, and 38175/43994 are reasonably treated as a SigLIP2 duplicate pair. The false soft-edge verdicts are mostly cautious and the cluster-level summary correctly reflects that this set is largely unrelated issues with a few duplicate groups." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "0ce7477a3c19eb43ffa84d6f03d00715bae1123b1ae74b5fd0a48f7a84fa59e0", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38638, + "estimated_input_tokens": 9660, + "estimated_eval_tokens": 19576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific regressions or broad theme overlaps. The only clear duplicate family is the resize_token_embeddings failure affecting output_embeddings / model-specific embedding modules across related architectures.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the cleanest, most general statement of the resize_token_embeddings regression and best serves as the duplicate anchor for the embedding-resize subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the strongest overall issue representative in this cluster because it is concise, model-agnostic, and directly captures the shared failure mode behind the related resize_token_embeddings reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model/loading failures: GLM-4.7 unit-test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE conversion/offload problem is unrelated to GLM-4.7 test loading." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and likely different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading on transformers 5.x, but the model-specific failures are distinct." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs/example errors and bad AutoModel/pipeline results are related only at a very broad model-family level." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: junk non-persistent buffers vs Jupyter custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory usage and quantized offloading behavior are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE LoRA compatibility vs Qwen3-VL load mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve Qwen3/quantization memory, but one is training efficiency and the other is reserved-memory OOM under int4." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different subsystems/models: chat loading vs serve processor attribute error." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to the embedding resize regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-Attention position_ids crash and flash_attention.py s_aux=None crash are different code-path failures." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline break are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings failure class: resizing does not propagate to model-specific embedding/output modules." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom (lm_head not tied), but different model implementations and not enough evidence of a shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map crash and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example problems and GLM5 loading are different model regressions." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading/model-vocab issues with no clear shared underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading misbehavior and int4 reserved-memory OOM are related only at a broad theme level." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different model/config issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta init TypeError and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failures: Gemma4 FSDP2 KeyError vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding/token leak and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug and Gemma4 attention KeyError are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen NVFP4 loading failure and git-oss MXFP4 fallback are different quantization bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Reserved-memory OOM under int4 and Strix Halo mmap OOM are different failure modes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 load/test failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not update output/embedded weights correctly." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing in PEFT LoRA and eval-mode checkpointing are distinct behaviors." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load failure and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the soft-edge calls are conservative overall. The resize_token_embeddings group is the only clearly mergeable duplicate family, and using issue 45292 as the canonical anchor is reasonable given its model-agnostic wording. No obvious overstatement beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "4547e36f0048699a8b0d6ddcc47820d6d9ebbf8d929ee6bacf4938de29314f68", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37355, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose theme of Transformers v5 regressions across unrelated models/code paths. Only one soft pair looks like a true duplicate; the rest are just similarly worded issues and should stay separate.", + "confidence": 0.57, + "canonical_issue_reason": "#45292 is the broadest, most central report: it describes the underlying resize_token_embeddings propagation bug, and #45335 looks like a model-specific instance of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#45292 is the best representative issue because it is the most general, actionable statement of the bug and can subsume the narrower t5gemma-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation and wrong custom-module loading are different save/load problems, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crashing on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer resume max_steps miscalculation are unrelated issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load failures are separate lifecycle bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "These are both loading/runtime mismatches, but one is autocast dtype behavior and the other is meta-device loading." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings not updating downstream embeddings/output layers; one is a general report and the other a t5gemma-specific manifestation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are not clearly the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different failures." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are distinct model-loading problems." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device-map mismatch do not share the same concrete code-path." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap-induced OOM are unrelated issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes in general." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is not the same as Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading and Jupyter custom-model initialization are separate Transformers 5 breakages." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a Qwen3.5 PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile errors are different compiler/runtime problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is a different failure from Perceiver resolution handling." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different removed/deprecated pipeline behaviors and should not be merged." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen video-input regression and a generic mask/index shape error are not clearly the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect inference results and ModelOutput key assignment with None are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to compile-time non-template-node errors." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading regression and a specific weight-shape mismatch on Qwen3-VL-30B-A3B-Instruct are not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index errors and flex_attention compilation failures are separate code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrapping text_config in from_config are different model-serialization issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT MLM prediction correctness are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file from_pretrained breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction correctness and tokenizer loading for EMBEDDIA/est-roberta are not the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:45292 vs issue:45335, is well supported by the titles, and the other pairwise rejections do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "94b2982e355b2a834df6cb1dbd3513ef648ba574813a190d787b268117342a0a", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37025, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks mostly heterogeneous. There is a loose Transformers v5 subgroup around loading/initialization/buffer regressions, but the visible evidence does not support treating it as a confirmed duplicate set. I would avoid a strong canonical anchor and treat 44534 only as a lightweight representative of that weak subtheme, not the whole cluster.", + "confidence": 0.62, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the clearest representative of the loose Transformers v5 buffer/init regression subtheme, but only as a provisional topic anchor. It is not strong enough evidence to collapse the cluster into one duplicate issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and symptoms: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-related regressions, but they affect different paths and models; not the same concrete bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device behavior, but the model-specific failures and code paths differ." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different defects." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping logic and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Generic model loading failure vs Mistral tokenizer regex patch crash; same area, different bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading complaints, but the models and failure modes differ too much to treat as duplicates." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "The titles suggest a related Transformers v5 theme, but the concrete symptoms differ and the packet does not support a confirmed duplicate." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression is unrelated to runtime special-token/post-processor update behavior." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different bug classes: image preprocessor dtype mismatch vs template-node compilation error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but not clearly the same underlying defect or code path." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to the Qwen3.5 PagedAttention crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and BERT loading failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but the specific symptoms and code paths differ." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-family regressions, but the FP8 config failure and linear_attention cache crash are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but there is no evidence of the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and seq_length return-type contract issue are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Custom model initialization breakage is only superficially related to the non-persistent-buffer junk regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but the visible descriptions point to different concrete failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload loading and Qwen2.5-GGUF loading are different failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and notebook custom model initialization are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model regressions with different symptoms and code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are transformers>=5 loading failures, but for different models and no shared concrete bug is visible." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation error and GraniteMoE invalid-method call are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI padding-mask mismatch are different bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and seq_length contract regression are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is distinct from the non-persistent-buffer junk regression." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is only loosely related to the buffer-junk regression; different concrete defects." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The only pair the analyst marked as a true duplicate, issue:43611 vs issue:43644, is not clearly supported by the visible titles, and the packet\u2019s own soft-pair signal marks it as deterministic_accept=false. Because of that, calling this a clear duplicate theme and using 44534 as the canonical anchor overstates the evidence. The conservative read is that the cluster is mostly heterogeneous, with at most a loose Transformers v5 similarity around buffer/init regressions, not a confirmed duplicate set." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "a836a7a71932389f811ad07c23e8015dac0b2582c6a6143c6b918461a768d631", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related but not a true duplicate set: it mixes many independent Transformers v5/model-loading regressions, tokenizer errors, and multimodal preprocessing bugs. Only a couple of soft pairs look like the same underlying bug; most are merely similar by subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item in the set: it describes recent Transformers versions breaking remote_code model loading, which best matches the cluster\u2019s repeated pattern of version-regression breakages across models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative to surface because it is broad, regression-focused, and most likely to anchor the shared version-breakage theme across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights in related models, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent save_pretrained serialization; different bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failure modes: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a specific Mistral tokenizer crash; not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated vision bugs: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template compilation TypeError are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio/codec related, but one is batch padding-mask behavior in MIMI and the other is DAC STE mismatch; not duplicates." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction helper failure and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: torch.export with torch_compilable_check vs OmDet-Turbo preprocessing size bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and a Mistral regex/tokenizer crash are unrelated model-specific bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading regression is not the same as the Mistral tokenizer backend crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention newer Transformers behavior, but FP8 config failure and init_empty_weights/_is_hf_initialized are distinct bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family: both report incorrect serialized checkpoint contents/keys after v5.4+." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as loading physical-intelligence/fast." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different failure points and likely different fixes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL temporal-position/rope-index regression in v5.3.0; 45325 is a narrower symptom of the broader video/input regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is a model implementation bug and the other is LoRA merge collapse with extended vocab; not the same issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure is not the same as the Qwen2.5-VL rope-index temporal-position bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are separate problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and generic loading noise are not the same issue." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized handling and non-persistent buffer initialization are different regression classes." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated errors." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different KeyError mechanisms in different models; no shared underlying bug is evident." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate concerns." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error-message issue and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow backend packaging, but one is missing tf in the torch extra and the other is an undefined backend error when only tensorboard is installed; not clearly the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and multi-image iterable finetuning failures are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly unrelated Transformers v5/model-loading regressions and multimodal edge cases, with only a small number of plausible duplicate pairs. The canonical issue choice is defensible as a broad umbrella regression, and the soft-edge verdicts are generally conservative rather than overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43381|issue:45923", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "4f123c347033a7bd5895d969630551ed9e845ee306f620d21555b6a0f237250c", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36641, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the only convincing duplicate-like edge is the pair of Transformers v5 model-initialization/load regressions around custom models/base_model_prefix.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43646 is the broader, more representative statement of the v5 model-initialization regression and can absorb the narrower base_model_prefix-loading report.", + "canonical_pr_reason": null, + "best_issue_reason": "Best anchor for the only close duplicate subcluster; broad enough to represent the v5 init/load breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenization/loading, but the symptoms and target objects differ substantially." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer behavior, but one is runtime post-processor updates and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different workflows and models: generation with embeds/past kv vs multimodal finetuning with multiple images." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model issues, but the concrete bugs are different (video tower weights/temporal attention vs save_pretrained visual keys)." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device offload/loading bug vs MoE training memory usage; same broad area only." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer-related, but one ignores tokenizer.json while the other returns wrong Granite token IDs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is eval-mode checkpointing behavior; the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model_max_length problems with no concrete shared failure mode." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are init/load regressions, but one is an unexpected argument and the other is a storage type lookup failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Training collapse from flash attention vs degenerate zero loss in single-label classification; distinct bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Separate loading failures: GGUF compatibility vs a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Padding-mask batching discrepancy vs NaNs from mixed-length sliding-window attention; different failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE issue vs init_empty_weights argument regression; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during device mapping is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility issue vs bfloat16 dtype mismatch; different concrete problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model load failure in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family and positional-id area, but still-image temporal scaling and video vision_position_ids look like distinct symptoms." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 model-init/load regression; the broader issue covers the base_model_prefix-specific report." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different repros and failure modes." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL positional-id bug vs Kosmos2.5 OCR index error; no shared code path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight generation bug vs device-dependent serialization inconsistency; related theme, but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 failure and GGUF loading failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different incompatibility reports with different stacks and failure surfaces." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:43611 \u2194 issue:43646, is well supported by the titles and the high similarity score as the same Transformers v5 model-init/load regression. The rejected edges are also phrased cautiously and do not overclaim equivalence. The summary matches the evidence that the cluster is mostly heterogeneous with one clear duplicate-like subcluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "a949bc1f42f415472518c95ee6f1009aad0a03c99068433d3eb4327bb73d439f", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose topical cluster around loading/offloading, quantization, tokenization, and multimodal model regressions, but the soft pairs do not look like true duplicates of the same concrete bug. I\u2019d treat this as a broad, mixed issue cluster rather than a duplicate set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43873 is the broadest, most central representative of the cluster because it is an open, discussion-heavy report about offloading + quantization, which is the most recurring theme among the nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative issue because it captures the widest shared theme in this cluster (offloading/quantization) and is more general than the narrower model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but they concern different models and different failure modes (video-input regression vs device mismatch in Gemma4). Not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated code paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument handling and strict config loading for granite_speech are different loading/config issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark and `torch.export` failure with `torch_compilable_check` are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes; too broad to merge." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenizer-version changes are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a benchmark and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset support and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization, but one is a single tokenizer special-token bug while the other is a broader regression across many models; not clearly the same concrete defect." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with `inputs_embeds`/cache and Qwen3 auto device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and `torch.export` failures from `torch_compilable_check` are different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DAC missing-STE behavior are unrelated model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but the models and observed failures differ enough that this is not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision and `torch.compile`/SDPA failure in Bamba are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo input-size mismatch are unrelated preprocessing/model issues." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL dataset multi-image finetuning failure are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both relate to offloading and quantization, but one is about loading a dequantized model with `device_map=auto` and the other is a broader offloading regression; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Garbage text from untied `lm_head` weights and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask output drift in MIMI and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and missing `supports_gradient_checkpointing` flag are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field in StableLM and `from_config` unwrapping for composite Qwen multimodal configs are different problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava-next loading segfault and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying serialization and packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segfault are different model/load failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk values are different v5 regressions." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer-loading regression are both loading-related but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of tied weights and incorrect visual-encoder keys in save_pretrained are different save/export problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:36010|issue:42617", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "dde36e2275f8963edbe32d8ef0117a805df94b2b7c7e0c6d82a85323b590caf8", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and looks like a loose set of Transformers regressions around tokenization, model loading, offloading/quantization, and processor/model-specific bugs. None of the soft pairs appear to be the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the offloading/quantization family and has the strongest connectivity to several other memory/offload-related reports, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster: it is open, broad, and closest to the recurring offloading/quantization theme that shows up in several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes: auto device-mapping cuda assert vs flash-attention generation behavior on Qwen3.5. Same family, not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated problems: running 3d_parallel.py versus FineGrainedFP8Config model failure. No shared concrete code path." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different bugs: a variable-name collision in Gemma3n forward vs a Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is an evaluation/perplexity anomaly, the other is a tokenization regression across versions. Not the same underlying issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different mechanisms and subsystems: int4 quantization memory growth vs an apex FusedRMSNorm memory leak in T5." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different models and code paths: Mistral3 lm_head tying bug vs Qwen3.5 visual-encoder key saving regression." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature regression and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are separate bugs in different layers." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is strict config validation and the other is tokenizer loading for a different model; not the same fix." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offloading behavior and the other is mmap-related OOM on Strix Halo; different root causes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss API regression and Qwen3Moe FP8 loading failure do not share the same code path." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a tokenizer version regression." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures: torch.compile/SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models is unrelated to permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and 3d_parallel.py execution failure are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and trl SFT embedding unpacking are distinct bugs despite both involving multimodal/training workflows." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-shape related, but one is an OmDet-Turbo processor resolution mismatch and the other is a Perceiver interpolation issue." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different failures: Bamba torch.compile SDPA issue vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs is not the same as an image-processor resolution mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantized/model loading, but one is Qwen3Moe FP8 config failure and the other is dequantized model offload loading. Not a single bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer access regression is different from the broader tokenization-version behavior change." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug and glm-4v-9b load failure are separate issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime problem." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a regex-patch crash during loading and the other is silent token-ID corruption in Granite. Different code paths and fixes." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config 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": 18, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43782|issue:45381", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "fd833ca7908358b643b58713e063661e220a3ad8d86db753b2eb043c1fedbd01", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate is the Qwen2_5_VLProcessor batched-input crash pair (44514/44545). The EMBEDDIA/est-roberta and v5 tokenizer-load reports are only softly similar from this packet and should not be treated as a duplicate match.", + "confidence": 0.82, + "canonical_issue_reason": "44545 is the best canonical anchor because it is an exact match to 44514 on the same `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`, with slightly stronger reference signals.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the strongest overall issue candidate because it is the clearest confirmed duplicate target in the set and has the strongest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Related Qwen multimodal loading failures, but the concrete code paths and symptoms differ." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure modes: FP8 config loading vs Llava Next segfault." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor behavior and the other is a token-id regression for Granite models." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both involve tokenizers, but they affect different tokenizers and different crash conditions." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated bugs: metrics label gathering vs SAM3 text/bounding-box behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but the first is slow/fast inconsistency and the second is a load-time name collision." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different products and failure modes: serve processor attribute error vs streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different subsystems and bugs: image segmentation-map processing vs Bark voice preset handling." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model-specific failures: auto device mapping assert vs local PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but the concrete bugs are device mismatch vs packed-weight unpacking." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different areas entirely: torch.compile SDPA failure vs tokenizer special-token registration." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A generic tokenization-change report is not the same as the runtime post-processor update bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different models and bugs: BarkProcessor voice preset vs Qwen3 auto device mapping assert." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to multimodal video token counting." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen configs, but one is sliding-window behavior and the other is config unwrapping in `from_config`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counting and progressive generation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug and effectively the same report: identical Qwen2_5_VLProcessor batched-input crash with `padding=False`." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor handling is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification configs, but one is Qwen3.5 `num_labels` propagation and the other is a broader loss-behavior bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failure modes: Perceiver image resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but the packet only shows different models and different concrete failures; that is not enough to conclude the same regression." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init validation is unrelated to Qwen3.5 label propagation." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen vision-related, but one is a `from_pretrained` weight-only load error and the other is a video-position-id correctness bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for multimodal models and CPU-offload rotary-embedding compatibility are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 44514/44545 duplicate call is well-grounded, but the 44451/44991 pair is overstated. From the packet we only have two different tokenizer-load failures on different models; that is not enough to conclude the same underlying regression. The summary should be more conservative there, e.g. treat it as a soft similarity rather than a clear duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "3716efbfc479daffc4a880ce53dd45b88411f72025544cc3b53434f1628b463e", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37217, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span many unrelated bugs/features across tokenization, multimodal models, training, offloading, and documentation. No single issue or PR is a good canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the artifacts describe distinct failures in different subsystems and models, not one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this set is broadly representative of the others; choosing one would be arbitrary and misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a physical-intelligence model loading failure; the other is a PIL backend image-processor torchvision dependency regression. Different code paths and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 warning about tie_word_embeddings is unrelated to Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-flag argument collision vs inability to load a specific model. Not the same underlying defect." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex.FusedRMSNorm memory leak and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 example/model-processor mismatch and quantization errors are unrelated to OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading failure is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor update for special tokens and BigBirdTokenizer mask-token registration are separate tokenizer behaviors, not one bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after trainer.train() are different trainer workflows with different failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to missing gradient-checkpointing support on a different model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline tokenizer cache loading failure is distinct from unconditional model_info() calls in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing failing in eval mode is not the same as abnormal gradient increase with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizerBackend special-token post-processor update and LayoutLMv2Tokenizer NER/batched padding crashes are different tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Jupyter custom-model initialization breakage do not share a concrete code path." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 Apex RMSNorm leak and Qwen3.5MoETextRotaryEmbedding CPU-offload incompatibility are unrelated implementation issues." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and T5 apex RMSNorm memory leak are unrelated failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and CamemBERT masked LM regression are separate model-specific bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init with BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and quantization/offloading behavior are different problems, not one mergeable fix." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model example errors and quantization offloading behavior are too broad and unrelated to be the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex AttributeError when fixing tokenizer regex and Kimi-K2.5 codec/regression warning are different tokenizer paths." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image Qwen2.5-VL finetuning failure is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer codec/regression issue and list_repo_files failing to forward revision are unrelated areas." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation map failure and GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and DAC.from_latents forward mismatch are different code paths and defects." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction issue and add-new-model-like TOKENIZER_MAPPING_NAMES failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated; shared theme is only model loading/tokenization broadly." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma 3n audio_mel_mask variable collision are different multimodal model bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences in v5 are not the same underlying issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "XOR validation error messaging for input_ids/inputs_embeds and single-label num_labels=1 zero-loss behavior are unrelated classification/model-input bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43950|issue:45987", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "64b9ac42c5f7521af769ecd4e8d58ef9131d34af2218bfc71b80548826a966bb", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster around Transformers loading/tokenizer/config regressions, but the items mostly describe different model-specific failures or different code paths. None of the soft pairs look like true duplicates or the same fixable change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43643 is the best anchor: it\u2019s a concrete, reproducible loading regression in a core API path (`AutoConfig.from_pretrained` + `trust_remote_code`) and sits near several other loading/config-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the strongest global representative because it is specific enough to be actionable yet broad enough to cover a family of nearby loading regressions without being model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention Bamba/SDPA-style failures, but one is a `torch.compile` + SDPA bug and the other is a bf16 dtype mismatch; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "`torch.compile`/SDPA on Bamba is unrelated to DAC `from_latents` vs forward-pass mismatch; different model families and code paths." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both are cache/batch-behavior bugs, but one is metrics label truncation and the other is Mamba2 `use_cache` corruption; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are dtype/model-input mismatches, but one is Mistral image preprocessor vs model dtype and the other is a Gemma3n variable-name collision; unrelated fixes." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve loading/processing regressions, but one is a processor/tokenizer API break and the other is a Kosmos2.5 OCR index error; no shared code-path." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-load failures, but one is an `AddedToken` construction error and the other is a model loading failure for `cjvt/sleng-bert`; different root causes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault loading Llava Next is unrelated to the MPS histogram dtype error in moe; different subsystems and bug classes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer omission are both model-architecture bugs, but they are not the same defect or fix." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and Perceiver interpolation failure are distinct tokenizer vs vision-model issues." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both touch cache/buffer contracts, but one is a `from_pretrained` non-persistent-buffer corruption regression and the other is `StaticCache.get_seq_length()` returning the wrong type; not duplicates." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC `from_latents` mismatch are unrelated tokenizer vs audio-model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and `AutoConfig.from_pretrained` missing fields are different model/config issues with no common fix." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline-mode `model_info()` call in `_patch_mistral_regex` and the `backend_tokenizer` AttributeError are both Mistral-related but distinct failures at different points." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading, but one is missing fields from `trust_remote_code` configs and the other is strict config blocking `granite_speech`; different symptoms and likely patches." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and qwen2.5-vl video vision-position ids are separate multimodal bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and `CustomTrainer.compute_loss()` keyword mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output difference and CamemBERT masked-LM predictions are different model behavior regressions, not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype handling and Video-LLaVA temporal-attention/weight-sharing issues are unrelated model-loading defects." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizerBackend post-processor update on special-token changes and Whisper `batch_decode` skipping special tokens are different tokenizer behaviors." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and Qwen3.5 flash-attention generation issue are separate loading vs inference-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated API failures." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index error are not the same bug or change." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different multimodal inference bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER crash and FastSpeech2ConformerTokenizer auto-loading failure are both tokenizer-related but not the same concrete problem." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption and FSDP CPU RAM-efficient loading are both loading-related, but they affect different mechanisms and fixes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both are broad remote-code breakages, but one is `is_torch_fx_available` removal and the other is a general recent-version complaint; too vague to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "9d801691627dc0d817433e5eac028c5a2783eb613d93fbb39754c2c6f0f7eb5e", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it spans many unrelated tokenizer, model-loading, processor, and training bugs. A few pairs are superficially similar, but none look like the same concrete underlying defect or a single PR-worthy fix.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists because the items are heterogeneous. If forced, issue 45020 is the broadest umbrella report, but it is still not a duplicate target for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most globally representative only in the sense that it is broad and user-facing, but it does not capture the other reports as one bug, so it is a weak canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference mismatches, but they affect different models and likely different code paths/root causes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "One is a video regression in Qwen VL models; the other is a Kosmos2.5 OCR length/index error. Different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline error message about removed translation support is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are different subsystems and defects." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are related follow-ups around v5 pipeline removals, but one is an error message issue and the other is docs cleanup, not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still referencing removed pipeline tasks." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: a mask/index shape mismatch versus trainer.evaluate() breaking after train()." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a broad tokenization-change report are not the same concrete issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about added-token spacing and the other about slow/fast tokenizer inconsistency; too broad to merge." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different dtype/input-size problems; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and generic bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL rope-index scaling are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend installation issue versus a tokenizer patch crash; no shared underlying defect." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated runtime failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different objects and different missing-attribute failures; not the same code path." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a nonspecific request, the other a reproduction of another issue; not duplicates." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are separate bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve tied-weights warnings, but the concrete problems differ and do not look like one mergeable fix." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "A label-reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same underlying problem as the broad remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and removed auto-mapping references 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": 18, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:45459|issue:45803", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "99f221b6c374693eaccfdc53c5cd1769c27b79d6a95988430adc737dd47c335a", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36617, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer bugs with one plausible duplicate pair around the Qwen video-input regression. I would keep only issue:43329 \u2194 issue:44479 as a duplicate/soft-duplicate candidate; the rest differ by model family, failure mode, or code path.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44479 is the best canonical issue in this packet because its title describes a broader video-input regression across several Qwen VL variants, which makes it a reasonable anchor for the accepted soft pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest single issue to represent the cluster because it has the broadest affected-model scope among the paired video-regression reports and reads like the more general symptom-level entry.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bug classes: float8 storage lookup vs PIL/torchvision dependency handling." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Both involve loading/processing, but they target different components and failure modes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but in different code paths and with different symptoms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Separate training/evaluation failures without a shared concrete root cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different assets and likely different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "OOM reports for different models and memory paths." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime failures: torch.compile+SDPA vs MXFP4 loading behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Distinct bugs: DAC latent mismatch vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation/loading issues at a broad level, but the models and symptoms differ." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion is unrelated to multimodal video token counting." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example failures are not the same as quantized model loading behavior." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading and image-size mismatch are unrelated problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model output/shape problems with no clear shared code path." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure and dtype propagation are separate loading defects." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and custom compute_loss signature handling are unrelated API issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend requirements." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "A loading/conversion bug and a plain CUDA OOM are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different behaviors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "These look like the same underlying Qwen video-input regression: 43329 points to the broken video-token counting branch, and 44479 reports the broader downstream failure across the same model family." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warnings and Qwen3 MoE loading/conversion are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/memory issues: FSDP CPU RAM efficient loading vs mmap on Strix Halo OOM." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing config fields with trust_remote_code is different from unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting and batched video processor shape are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Qwen3_5Moe rotary embedding compatibility." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading failures with different symptoms and likely different root causes." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion and codec handling regressions are separate bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-state behavior in Qwen3.5 is not the same as broader tokenization changes across versions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is mostly conservative, and the one accepted soft pair (issue:43329 vs issue:44479) is plausible. However, the canonical/best-issue rationale overstates what is supported by the packet: the metadata only shows titles and discussion counts, so claims like \"clearly reproducible,\" \"user-facing,\" and \"umbrella symptom\" are not directly grounded. Please soften those statements to match the evidence available from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44987|issue:45907", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:42175|issue:44938", + "issue:43906|issue:45381", + "issue:28282|issue:29127", + "issue:43582|issue:43782" + ], + "prepared_review_unit_hash": "64efa54ddb92119ebb1d85079f07cb2a53af388dfb2e103738475ba9717b6f3b", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37685, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. The only clear duplicate-like pair is the Qwen video-input regression pair; the rest are only superficially similar by subsystem or model family and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the best representative of the only coherent subgroup: a broad v5.3.0 Qwen video-input regression affecting multiple models, with a narrower companion issue (45381) pointing at the same area.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest cluster anchor because it describes a concrete regression, spans multiple affected Qwen variants, and has the clearest overlap with the one acceptable soft pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior and the other about LlamaTokenizer overriding tokenizer.json pre-tokenization; different bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to the PIL backend's torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Quantization/model-loading failure and AutoImageProcessor URL loading are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for a specific repo and CLIPTokenizer's absurd model_max_length are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen and failures, but one is device-mapping/cuda assert and the other is video-input processing; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key corruption are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIP tokenizer max_length are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 is a narrower manifestation of the same Qwen video-input regression covered by 44479, both centered on broken video position handling in v5.3.0." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counter stalling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and missing Qwen2_5_VLForConditionalGeneration export are separate packaging/import issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and likely different code paths." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure is unrelated to CLIPTokenizer's model_max_length bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer loss are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapper bfloat16 mismatches are distinct dtype issues with different models." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg TypeError and tokenizer loading failure for est-roberta are not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version pin issue." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 Vision model-loading regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and unexpected _is_hf_initialized during init_empty_weights are different loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Torch extra backend packaging and inability to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading broken are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-side arange and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and StaticCache returning a tensor instead of int are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:43582", + "accept": false, + "reason": "Qwen3VL weight_only loading error and AppleSilicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the Qwen v5.3.0 video-input regression pair (44479/45381) is the only clearly related subgroup, and the other soft-edge rejections are conservative and model/code-path specific. No overstatement stands out from the provided titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:43493|issue:43994", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "bdf7406f496e1b7144f52f893e469ccc011a692d222abdaf7b07ad534eb2bdfa", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only the two SigLIP2 reports look like the same underlying model-quality bug. No PRs are present in this cluster.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative open report: it describes a cross-model tokenizer regression with multiple affected checkpoints and clear reproduction potential.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best issue candidate because it is open, spans several models, and is phrased as a higher-level regression rather than a narrow single-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they concern different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different runtime problems: video-input handling versus device-mismatch in forward pass." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing incorrect outputs; one frames it as HF-vs-JAX discrepancy and the other as nonsensical AutoModel/pipeline results, which plausibly stem from the same model implementation bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs in different components: image processor label reduction vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures; init_empty_weights/_is_hf_initialized is not the same issue as loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE, but they are distinct model-specific bugs with different code paths and symptoms." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature regression are separate trainer issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope-config handling, but one is a reload defaulting bug and the other is a type error during validation; different failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related crashes in different helpers; no shared concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-model reports, but they concern different models and failures." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key corruption is unrelated to the tokenizer ID regression in 45920." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file/AutoModel loading and the other about a specific model not loading; not enough evidence of the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading a model and missing Float8 storage are different deserialization issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Strict config/missing fields with trust_remote_code is not the same as a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release/versioning mismatch for MIN_PEFT_VERSION is unrelated to removed auto_mappings references." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional-encoding failure are different issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different code paths and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are separate config bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL, but one is chat-template batching/padding and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate() regression are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file/AutoModel loading failure and offline model_info call in _patch_mistral_regex are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same helper function, but the failing conditions differ materially: batched padding=False vs assistant tool-call messages with no content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the selection of issue 45920 is supported by the packet (open, multi-model, v5 regression), and the lone accepted soft pair between the two SigLIP2 reports is a conservative match. The other pairwise rejections are appropriately cautious, and there are no PRs in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "ac81d24d938d679b1d12a3af3a5b61f79311008003b27770de18da239fe5481f", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35812, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated. The tied-weights pair is the only close match, but with just titles and no shared targets or code evidence, it is safer to treat it as related rather than a confirmed duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45005 is the best umbrella issue by title because it is broader and more general, but the evidence is only enough to justify cautious relatedness, not a definitive subsumption of issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest single issue to keep because it names the v5 tied-weights problem at a broader level and is the likeliest representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different failure modes: position-id key handling vs quantized save/load breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "The titles are closely related, but the packet does not provide enough evidence to confirm the same underlying bug or a clear duplicate relationship." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC latent decoding vs Whisper batch decoding behavior." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Segmentation-map preprocessing and multi-GPU training are unrelated problems." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs device-mapping mismatch in Gemma4." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A parameter/documentation question vs a cached_file kwargs-forwarding bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state behavior, but the concrete bugs differ." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures: special-token registration vs task-time AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task failure and FastSpeech2ConformerTokenizer loading are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time PyTorch missing error is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Dependency import error and MacOS bus error are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction issue does not clearly match the specific CUDA assert / device-mapping bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are unrelated to the processor/tokenizer regression." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import failure and tied-embedding reinitialization are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window attention vs classification-head init." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype-casting and RTDetr output divergence are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both mention special tokens, but they concern different token-handling bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss scaling and DeepSeekV3 implementation divergence are not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup bug and tokenizer-load regression for a specific model are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error do not share the same root cause." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 sliding-window behavior and MobileLLM loading key errors are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration and saved custom token ID persistence are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields with trust_remote_code and removal of is_torch_fx_available are different regressions." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as flash-attention generation on Qwen3.5." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The tied-weights match (issue:44466 vs issue:45005) is plausible from the titles, but the packet only supports cautious relatedness, not the stronger claim that 45005 clearly subsumes 44466 or that they are definitively the same underlying bug. The rest of the soft-edge false verdicts are conservative enough, but this accepted pair overstates the evidence, so I can\u2019t accept the summary as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:41720|issue:44464", + "issue:43577|issue:44554", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "2bb8e27306b5c7264f2984a01db02689089e9b690e8bc298dac00dd2fa3f33c4", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37103, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a grab-bag of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying issue or change, so all candidate duplicate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3/VL regression vs config propagation bug; no shared code-path or fix." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype loading bug vs flash_attention s_aux=None crash; different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and chunked-generation compiled-forward inconsistency are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype loading issue is unrelated to an MPS attention correctness bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen bookkeeping are separate trainer issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization-version regression and an isolated reproduction are not enough to confirm the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained preset load failure and Bamba SDPA compile failure affect different paths." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field load bug vs OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error do not share a concrete cause." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading failure are unrelated loading bugs." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and quantized model save/load corruption are different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage is not the same as ScandiBERT loading failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID loss on save/load are distinct." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig serialization of custom token IDs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are different training behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are different processor bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and visual-encoder save_pretrained regression are not the same issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in theme but different concrete bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss signature mismatch are unrelated trainer/model issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message wording are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer task AttributeError do not share a code path." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and classification-head NaNs are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count issue and GPTNeoX rotary_pct reload bug are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta special-token regression and Granite wrong token IDs are separate tokenizer bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 implementation discrepancy are different issues: documentation vs model behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "2879e682be0b243af5041e7f813092ad7e27a6cdd0b4b03ed26ea5167b74024a", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35667, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates here: the soft pairs are mostly superficial title similarity across unrelated regressions, model-loading issues, tokenizer/config bugs, and CI/test failures. Treat the items as separate issues rather than one dedup cluster.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous to safely collapse into one duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 'Transformers 5.0.0 breaks custom model initialization' is the broadest version-5 loading regression, but it still does not cover the rest of the items as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: video-input processing vs flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Both are training-related, but SigLIP2 implementation discrepancy is not the same bug as ZeRO-3 gradient growth." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but missing text-only token defaults is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate is a different code-path from DeepSpeed gradient instability." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-field regressions, but they affect different models and different missing attributes." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated components: Fuyu tensor conversion vs StaticCache API return-type contract." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading bugs, but offline hub access and the mistral-regex patch are different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Related Qwen3 MoE area, but accelerate+deepspeed weight conversion is not the same as Qwen3VL loading failure." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems entirely: RoPE-layer handling vs feature-extraction length helper behavior." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but missing pad_token_id and not unwrapping text_config are distinct bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer mismatch, but one is a docs/quantization example problem and the other is a runtime regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but CUDA OOM and device mismatch are different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization is unrelated to lm_head serialization/tied-weight behavior." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/storage issues with different modules and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Both are multimodal issues, but a Mac bus error in CLIP is not the same as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure and CPU-offload device mismatch are separate bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Both are low-level import/storage errors, but they are different code-paths and causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0-era init regressions, but missing pad_token_idx and unexpected _is_hf_initialized argument are different issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Token-ID persistence across save/load is unrelated to MLLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation and empty-transcription token alignment are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload mismatch is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained-model legacy field handling and BigBird special-token registration are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased dependency version bump are not duplicates." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "janus image-generation test failure has nothing to do with the PEFT version bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline correctness and position-id warnings are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but continuous-batching string handling and KV-cache indexing are distinct code-path failures." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: Flash Attention 2 tests vs MLflow reporting after training 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": 18, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "ad0c694f0fd3c8cee93ccce42744ad069c9acbfe1ca4d66f14ea4a43a03e11c2", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36893, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous false-positive cluster: the items span unrelated Transformers bugs across tokenization, generation, loading, multimodal processors, quantization, and training. I do not see any soft pair that looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe to choose here; the cluster is too mixed and the soft links do not describe true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue stands out as a representative duplicate target because the items cover several unrelated failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is an offloading behavior issue and the other is broken save/load after sinq quantization." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` access and rope-validation list handling are unrelated bugs in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention `s_aux=None` crash is unrelated to quantized model persistence after save/load." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are clearly unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is multimodal assistant-mask generation and the other is tool-call/no-content tokenization handling." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens does not match the TrainerState token-count update bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bugs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe is unrelated to Gemma 4 text-only `mm_token_type_ids` defaults." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only defaults and Gemma4 device-map forward mismatch are different bugs in different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 hidden-state output are unrelated generation issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-attention import and meta-device model loading failures are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatches on resume." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and Qwen3.5 hidden-state output are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different processor bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and a transformers>=5.1 loading failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to video processor batch-shape errors." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to a Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A config default bug and a model-loading meta-device regression are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization differences and LoRA merge collapse are different bugs despite both involving weights." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "f7b3011ff890841b68050d1c2ca734e59954fecac20c9293dcc17e0263afb650", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformer bugs and regressions. None of the soft pairs are strong duplicates under a strict same-root-cause standard. No PRs are present; issue 44521 is the best single issue to anchor on because it has the broadest, most active bug report among the items.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44521 has the richest discussion/inbound references and a broad, clearly stated bug in a widely used API, making it the best anchor despite the cluster being heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most representative and actionable issue in the set; it is active, well-described, and general enough to serve as the closest canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation-related behavior, but one is a Janus image-generation test and the other is a stale paging warning; different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but for different config classes/models; no evidence they share the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a Qwen VL class and a detokenization regression in DeepSeek are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing import for a Qwen VL model class." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is evaluation batch gathering and the other is BEiT image preprocessing; different bug surfaces." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape handling and tensor-parallel OOM are different failure modes in different areas." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 parity discrepancy are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift in evaluate and MoE memory usage are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a stale CI device-override test do not describe the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct tokenizer/model-state issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is zero probabilities and the other is a general HF-vs-JAX discrepancy; not enough to treat as the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different audio-tokenizer/model workflows with different failures; no shared code path is evident." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other produces all-zero assistant masks for multimodal inputs; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issues and RT-DETR memory-release behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "A feature extractor unsupported-arg crash and Whisper empty-transcription generation failure are separate problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are doc mismatches, but they cover different pipeline APIs and different stale behavior; not one underlying change." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video processor batched-shape handling are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and a GraniteSpeech CI test issue are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and AMP crash in a different loss are distinct." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion and qwen3_omni_moe feature-extraction length behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for one helper is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A sparse-layer config bug and a torch.compile/SDPA failure in Bamba are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "A float16 AMP crash and missing auxiliary losses are both detection-related but clearly different defects." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and a category-count runtime limit are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Assistant tool-call chat-template crash and VL video position-id bug are different multimodal issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45083", + "accept": false, + "reason": "A missing Qwen2.5-VL import and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and a pipeline error-message regression 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": 18, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:44360|issue:44561", + "issue:43720|issue:44112", + "issue:44292|issue:45520", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:44561|issue:44779", + "issue:43723|issue:44554", + "issue:44462|issue:44561", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "ff18e0df2cba74b745b002ce2a94aea40dabb7d261ee2789bdc40e923860a87d", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38447, + "estimated_input_tokens": 9612, + "estimated_eval_tokens": 19480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issues; the only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478). No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 is the earliest and slightly more detailed report for the only true duplicate pair in the set, so it is the best canonical issue to anchor that regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest global anchor here: it matches its duplicate exactly, names the concrete regression, and is the earliest report among the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType broadcast error." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and failures: Gemma4 token-type IDs vs flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different underlying breakages." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model-loading regression with base_model_prefix is not the same as a Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in a feature extractor is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI device-override test issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents/STE mismatch is a different bug than unexpected position-id keys in many models." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEIT/SwitchTransformers model-loading/configuration problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen-related attention code, but one is a flash_attention s_aux=None crash and the other is CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression, same title, same version range, and 45478 is a later duplicate report of 45310." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 are unrelated to position-id key warnings." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weights loading failure in BitNet is unrelated to a stale CI device-override test." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is different from the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failure modes: SwitchTransformers config bug vs GraniteSpeech CI device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer config and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift across versions is not the same as Deepseek tokenizer regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash loading failure are distinct model-loading issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP crash." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing bug is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both mention version 5 regressions, but one is an API removal breakage and the other is tokenizer output drift." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is unrelated to an MPS attention correctness problem." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Ignoring tokenizer.json and removal of is_torch_fx_available are different regression classes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA compile failure is unrelated to qwen3_omni_moe feature-length helper behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and 45310/45478 is the only exact-title duplicate pair with the earlier report correctly identified as canonical. The soft-edge verdicts are conservative and the distinctions are generally supported by the titles/body metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:10000|issue:15354", + "issue:45372|issue:45588", + "issue:42490|issue:43575", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "acc87e52515044ec5c2a808ca31bef2fbe61d739d9ce258a2d6b9b267a555248", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37309, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: these are distinct bug reports across different models, components, and failure modes. I rejected all soft pairs as true duplicates; none look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must represent the cluster, issue #43873 is the most active and broadly framed (open, multiple references, discussion-heavy). That said, it is not a true semantic canonical for the whole set because the cluster is not actually cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best global representative only by breadth and activity, not because it matches the other issues semantically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: Trainer/_gpu_broadcast_one TypeError vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization in post_init." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Import error for a flash-attention utility is unrelated to a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving/loading custom token IDs is a different bug from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is distinct from Gemma4 CUDA OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a multimodal token counting bug in the video branch." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS handling is unrelated to Gemma3 mixed-length NaN embeddings from attention masking." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are different model/runtime problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Missing ReasoningEffort import for Gemma4 processor loading is unrelated to an AttributeError in flash_attention.py on s_aux=None." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failures and flash_attention.py s_aux=None crashes affect different pipelines." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures are not the same as FuyuBatchFeature swallowing errors with a bare except." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash is a different failure mode than a flash_attention attribute error." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4-related loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in transformers serve." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes failing repo checks are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is different from Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-time dtype change for embeddings is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output across Transformers versions for Pegasus is unrelated to device-dependent lm_head.weight serialization." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are separate tokenizer/model bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error has no relation to a stale generate() warning." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import dependency failure is different from protobuf exception masking in tokenizers." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen2.5/Qwen3.5 video input regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d placeholder bug is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id configuration mismatch is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failures are different tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:44451|issue:45520", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43066|issue:44462", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43526|issue:44186", + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "a8285994e2aeb8a5e2df7d57323787947952aae91c50865ab165f01aaaf65da6", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35182, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers issues; a few pairs are superficially similar by subsystem, but none look like the same underlying bug/change. No soft-edge duplicate should be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy unresolved bug here, so it is the best anchor for the cluster even though the rest of the items do not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest overall representative by scope, activity, and inbound references; it is the best issue to anchor triage for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: model loading for a specific checkpoint vs a Python 3.13 flash_attn import-path KeyError." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated code paths: base_model_prefix loading regression vs rope-param validation on a JSON-loaded list." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is a Qwen3Moe FP8 runtime failure and the other is quantized model saving; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers/loading, but one is a v5 decoder-type warning and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are unrelated failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model is not the same as SigLIP2 documentation/example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference correctness and RT-DETR memory release are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export support for torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is separate from embedding dtype drift between train/eval." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer drop and DeepseekV3MoE divergence are distinct model-implementation issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings on GPU are not the same failure." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-path issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR garbage-collection memory release." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information messaging and CLIP bus errors on MacOS are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are unrelated processing bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel missing hidden_states and Qwen3.5 MoE CPU-offload incompatibility are different regressions." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crashes are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Mistral ReasoningEffort import failure affect different components and code paths." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44464|issue:45491", + "issue:43575|issue:43701", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43232|issue:43388", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:33290|issue:35141", + "issue:44442|issue:45803", + "issue:43381|issue:43873", + "issue:43761|issue:44188", + "issue:34689|issue:43611" + ], + "prepared_review_unit_hash": "a9955991463e0d523388434a13b24b0b94aa9afb12bf109835dccac9e7217a91", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions or bugs across loading, generation, audio, quantization, configs, and trainer utilities. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents. The broadest central issue is the quantization/offloading memory report.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the broadest and most central report, with the highest discussion/inbound-reference activity, and it captures a recurring quantization/offloading failure more generally than the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best cluster anchor because it is broad, actively discussed, and most likely to subsume related quantization/offloading follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL missing pad_token_id vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in inference; different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction bug and LwDetr AMP crash are different image-processing/loss issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to the eval-mode gradient-checkpointing restriction." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation, but one is compiled forward chunked generation and the other is Gemma3 mixed-length sliding-window NaNs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM during load is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported `center` arg are different audio-processing bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP model loading and the other is int4 reserved-memory growth; different causes." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token handling are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic v5 custom-init breakage and a PatchTSMixer-specific `post_init` policy bug are not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different models and root causes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken construction error is unrelated to hub file-list revision forwarding." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are distinct output-handling bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepSeekV3 implementation divergence are unrelated problems." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading in v5 is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and gather_for_metrics label dropping are separate distributed/runtime issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash affect different multimodal paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image-size handling are different subsystems." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM in deepspeed is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and Llama 3.2 vision model-loading regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config discrepancies, but they concern different model families and different missing fields." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset do not share a code path." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu's broad exception handling bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading failures are different behaviors." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different versions, model families, and root 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": 18, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45584", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:33290|issue:36331", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "918271073fec3cb53d44c6a9094f8ace771c596c0132d651603145d51a13661d", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: most items are separate Transformers bug reports spanning config, loading, processors, training, and multimodal edge cases. None of the soft pairs look like true duplicates of the same concrete bug or fix.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is open, has the most inbound references, and is the broadest/most discussion-heavy of the loading/offload-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue: it is still open, relatively central to the cluster\u2019s recurring runtime/loading failures, and more likely than the others to absorb related follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failures in different areas: packed-weight loading for BitNet vs tokenizer loading for a FastSpeech2Conformer tokenizer." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated code paths: PatchTSMixer post_init policy vs Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different problems: SigLIP2 implementation discrepancy vs docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a weight-shape load failure and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Related to save/load behavior in a broad sense, but the concrete bugs differ: dequantized model saving vs wrong custom module restoration." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/load failures affecting different APIs and model families." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model API mismatches, but they are different composite-model behaviors and not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are ImportErrors, but for unrelated symbols and packages with different fixes." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Completely different issues: optimizer memory usage vs trainer signature mismatch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading subsystems and symptoms: FSDP CPU RAM efficient loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to Gemma-3 eos_token_id configuration." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is missing fields from trust_remote_code and the other is a specific attribute not round-tripping." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading for an example script is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "No shared underlying bug: Python 3.13 decorator parsing vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting and missing PyTorch are unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal processor bugs, but the concrete failures differ: video processing ValueError vs batched chat-template crash." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: API discrepancy in Gemma3TextConfig vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor/tokenizer handling vs a misleading pipeline() error message about translation tasks." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and code paths: ESM2 breakage vs janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention Sam3, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM symptom." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal config issues with no evidence they stem from the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different failures: untied lm_head weights vs FlashAttention compatibility." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Completely unrelated: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Different import/config questions with no shared underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to non-persistent buffer initialization in v5." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:43673|issue:44743", + "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:44479|issue:44734", + "issue:43906|issue:45290", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "d6bf92b2a553e26dfa7135d05a19239505367461fa6d32d7bd3a1210245c26c3", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35673, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic group of unrelated Transformers bugs and regressions; the soft pairs share broad subsystem similarity but not the same concrete underlying defect, so none should be merged as duplicates. There are no PRs in the cluster.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43761 is the cleanest single anchor: a concrete v5 regression in multimodal/vision forward behavior with a clear symptom and repro. It\u2019s the best representative issue if this cluster needs one, though the overall set is too heterogeneous to treat as one duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the most representative issue because it is specific, user-facing, and fits the common v5 regression/multimodal theme better than the more isolated loading/config or script failures. It is still only a cluster anchor, not evidence of duplication with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different failures: 3d_parallel.py execution vs tensor-parallel OOM while loading a specific Qwen2 model." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is a GenerationMixin chunked_prefill cache regression and the other is recurrent-state reset in qwen3_5; different code paths and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel model load is not the same bug as a key error loading MobileLLM-125M config." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup for video classification is unrelated to Sam3 vision encoder output missing an attribute." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gathering metrics dropping labels and auxiliary-loss normalization are distinct training bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer API regression is unrelated to an eos_token_id configuration mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are multimodal regressions, but one is CLIPVision hidden_states handling and the other is Qwen video-input position-id behavior; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Broken gguf loading for tokenizer/model classes is different from an unrecognized-model config.json missing model_type." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab and Gemma 4 mm_token_type_ids defaulting are separate model-behavior issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS-token config inconsistency is unrelated to save/load breakage for sinq-quantized models." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct failing to round-trip on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field pretrained loading failure and wrong custom module resolution after save_pretrained are different load-path bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to output-embedding reinitialization during post_init after resizing embeddings." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is a different failure from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are distinct model/config bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL is unrelated to the tied-weights warning that binds embed_tokens.weight to linear_attn.dt_bias." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache continuation crash are separate subsystems and code paths." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as an apply_chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency and a stale warning for paged generate are different generation bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading a multimodal model checkpoint." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs are not the same defect." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generate-images test failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for Qwen2.5-VL video input are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:43644|issue:44913", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44938|issue:45542", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:42175|issue:44279" + ], + "prepared_review_unit_hash": "ef442f064f25dd664cac2ac4adb1a28e7acdc321a290854c47d8712ab74353dc", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft-similarity edges are mostly superficial and do not describe the same underlying bug or change. No PRs are present. The only plausible mini-cluster is around token-embedding resize behavior, centered on issue 35141.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 35141 is the clearest root-cause report for the only related subtopic here: resize_token_embeddings / post_init reinitialization when embeddings are untied.", + "canonical_pr_reason": null, + "best_issue_reason": "35141 is the best anchor because it states the underlying code-path problem more generally than the model-specific symptom in 45276.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: cudaErrorAssert during Qwen3 auto device mapping vs a category-count limit runtime error." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: Python 3.13 import parsing failure vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different bugs: Sam3PixelDecoder dummy conv vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import alias problem vs Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resize-token-embedding/post_init bug is unrelated to import warning on trailing slash paths." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init enforcement and ModelOutput None-key assignment are distinct behaviors in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA issue is unrelated to local dataset loading in a training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version support regression is unrelated to the DebertaV2 JIT parsing bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/state persistence, but one is non-persistent buffers and the other is GPTNeoX rotary_pct reload; different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and incorrect visual encoder keys are different Qwen-related issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input validation error in Qwen3OmniMoe is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer repository-file selection and list_repo_files revision forwarding are separate hub API behaviors." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to stale Sam3LiteText auto_mappings references." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and missing TensorFlow backend are different environment/setup problems." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to local dataset loading in run_image_classification_no_trainer.py." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to loading a local dataset in the image-classification script." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model config recognition failure is unrelated to exception swallowing in FuyuBatchFeature." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Both involve model/input handling, but Gemma4 resize-token-embedding behavior is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Two different missing imports for different symbols; same symptom class, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization and strict-dropping of a vision field are different multimodal config bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "One report is unusable/title-only; the other is a specific _torch_extract_fbank_features issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different missing names in different modules." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow-not-in-backend packaging issue is unrelated to a generic dependency problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44561|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:44016|issue:44062", + "issue:43335|issue:45593", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "758c0c9199ab992b3762f684657e5724eba506a842df1ca831230c7a8c923ad1", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37249, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a heterogeneous mix of unrelated model-loading, config, import, and docs/test regressions. None of the soft pairs look like true duplicates or the same concrete fix, so no soft edge is accepted.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45632 is the cleanest single library-level bug in the set: a precise `trust_remote_code` cache-path collision for local models with the same leaf directory name. The rest are mostly unrelated one-off model or tooling regressions, so there is no strong cluster-wide duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45632 is the best representative issue to keep because it has a narrow, actionable root cause and a fixable central code path affecting multiple local-model setups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: tokenizer/NER padding crash vs serving KV-cache continuation tensor indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch-version check bug and the other is a compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness from package loading is not the same as unsafe `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: weight tying in Mistral3 vs incorrect `save_pretrained` output for Qwen3.5." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP zero-probabilities and a dummy `Conv2d` in Sam3PixelDecoder are distinct model bugs." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serving KV-cache indexing and local trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields in `AutoConfig.from_pretrained(..., trust_remote_code=True)` is different from an unrecognized-model/config.json failure." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking remote-code models is a different regression than cache-path collision." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and removed Sam3LiteText config references are different model-specific regressions." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale GraniteSpeech CI test is not the same bug as loading Phi-4 multimodal." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash loading issues are unrelated to the Phi-4 multimodal loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading regression are not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention load failures are distinct problems." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "A warning for local paths ending with a slash is a different path-handling issue than cache-key collisions across leaf directories." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and `resize_token_embeddings` not updating decoder embeddings are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT `reduce_labels` output corruption is unrelated to a docs mismatch about `return_all_scores`." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache regression and ANSI escape output in loading_report are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config handling and PIL backend requiring torchvision are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the `AddedToken(..., special=...)` argument conflict." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and a nonexistent `image_utils` import are different import bugs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading and Qwen3.5 checkpoint saving are related only by family name, not the same fix." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a `tie_word_embeddings` warning are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning `return_all_scores` is unrelated to model/config loading failure." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config parsing and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are different issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and missing `pad_token_id` on Llama4Config are separate config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "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:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43653|issue:45593", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "c5755cbebd0bbc5b68e9ddc55dc2096b9645978acc2737819b6a49c4f8de0723", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs spanning tokenizers, multimodal processors, model loading/saving, quantization/offload, deepspeed, CI, and docs. I do not see any true duplicate pair that should be merged; the soft links are mostly broad topical similarity rather than the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are about different code paths and regressions, not one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest single representative only because it is open, has the most inbound references, and is a concrete user-facing multimodal bug; it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs: assistant mask generation in chat templates vs Qwen2.5-VL RoPE/temporal position scaling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failure modes: MoE load-balancing loss logic vs Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single HybridCache import error is not the same as broad import failures across many modules." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different model families and likely different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup bug in a pipeline is not the same as Gemma4 device-mapping mismatch in forward." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Loading dtype propagation and save_pretrained checkpoint serialization are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency minimum are different release blockers." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are different symptoms with different likely causes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue is not the same as a specific PEFT version bump problem." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Doc example errors in SigLIP2 are not the same as stale return_all_scores documentation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and different underlying failures." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression are separate code paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue title versus AttentionInterface.register behavior change; no shared bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are distinct tokenizer-loading problems." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as AutoTokenizer preferring the wrong source file." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different subsystems entirely." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A real video-classification bug is not related to a meaningless placeholder issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings and leftover dummy class cleanup are separate CI issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings behavior are different model-state bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure and dequantized load/offload failure are different phases and code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor+deepspeed OOM and optimizer.step being called twice with deepspeed are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a data-filtering slowdown after upgrade are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "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:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "164c246caf3163616da69b149c913d33bee3979c83af8728e1915825540f3ac6", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35687, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely a grab-bag of distinct regressions across model loading, chat templates, processors, attention kernels, and docs. I did not find any soft pair that is clearly the same underlying bug/change closely enough to merge.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #44521 is the clearest representative: it is a concrete, actively discussed regression in a core multimodal API, with multiple inbound refs and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best anchor because it is open, specific, and central to a widely used code path; it is more representative than niche model-specific or docs-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely different problems: a generic placeholder issue versus a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths: missing files on processor save versus ZeRO3/from_pretrained loading failure for Gemma4." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision models, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver interpolation failure; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated model internals: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is a Ministral FlashAttention regression and the other is a torch>=2.9 compiled flex_attention failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different issues and likely different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend dependency installation issue versus Python version compatibility breakage; not the same defect." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different behaviors in different components: MLukeTokenizer task attribute error versus D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and failure modes: CamemBERT masked-LM predictions versus Deepseek tokenizer output regression." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat-template-related APIs, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation; distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 model/pipeline output quality." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow backend install problem." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and missing TensorFlow backend are different dependency/import regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific Qwen VL class is unrelated to the Python version compatibility report." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batched-shape bug and Sam3Video CUDA OOM are different problems, not one code-path fix." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs discrepancy and an occasional slow import are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config-ish loading behavior, but one is a missing config attribute and the other is trust_remote_code returning incomplete fields; different defects." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated test/runtime behaviors." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is a LoRA model compatibility issue and the other is a Qwen3VL MoE loading regression; not clearly the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI-code leakage is unrelated to the wrong docstring for position_ids." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router-logits load balancing loss logic is unrelated to D-FINE auxiliary losses when denoising is off." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:44246|issue:44871", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45987|issue:46082", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "9d6ca5a83bd0ea7b7d318152f201b88a6c37e80aa720ec68ecfcd91a79f25b40", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, pipeline-, config-, or Deepspeed-specific bugs. I do not see any soft edge that safely represents the same underlying issue/change, so no merges are justified.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45701 is the broadest open regression report with multiple inbound references; it is the best representative placeholder in an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most globally useful issue here because it is broad, user-facing, and has the strongest evidence of attracting related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: position_ids buffer access vs Gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Generic import slowdown versus unrecognized-model config error; unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both involve processors, but one is video-classification pipeline lookup and the other is fbank feature extraction." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window bug and the other is a chat crash; different underlying problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: Qwen image processor vs huggingface_hub helper." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different fixes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-color output bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention topic, but one is a model-specific unsupported warning and the other is a broader feature request." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache bug and trust_remote_code breakage from removed helper are different issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen import failure and DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission is unrelated to float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch in TextClassificationPipeline is unrelated to sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline final-batch dropping are unrelated pipeline bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure is unrelated to sys.modules lookup safety." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-validation issues, but they affect different models and different missing fields." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization regression are not the same underlying issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a deque underflow during ZeRO3 init." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import slowdown are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing vision-config field and text_config unwrapping for composite Qwen configs are distinct composite-model bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model under v5.1.0 and protobuf-masked tokenizer errors are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI code emission are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash and Gemma-4 token type defaults 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": 18, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "e14707550622f4978da4b5b86376520a0d0547b4195608b8ae980a76fdd464ff", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issue reports across different models, tokenizer paths, generation flows, and serialization behaviors. I do not see any soft pair that is safely mergeable as the same underlying bug/change, so all soft edges should be rejected. If a single representative issue is needed, 45397 is the clearest standalone bug report with a concrete failing path.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45397 is the most focused, actionable bug report here: a concrete `gemma-4 zero3 from_pretrained` failure with a narrow code path and likely direct fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45397 is the best standalone issue candidate because it is specific, reproducible, and not just a broad symptom or regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both mention video/SAM/Qwen families, but they describe different model paths and different failures; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same broad SAM3 area, but one is a dummy Conv2d concern and the other is a model-type mismatch warning; different underlying issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading and multi-GPU CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/embedding behavior, but one is about serialization inconsistency and the other about resize_token_embeddings not updating a decoder embedding; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 from_pretrained on ZeRO3 and optimizer stepping twice under deepspeed are different bugs in different subsystems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3-Next, the other is a PatchTSMixer post_init policy issue; not the same problem." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and flash_attention None-handling crash are distinct runtime failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embedding warning and a stale num_return_sequences warning affect different generation logic." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve cache/generation, but one is missing cache in chunked prefill and the other is a KV-cache continuation indexing crash; not clearly the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-weights warning are different issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder initialization and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Nonexistent image_utils import and protobuf decode-error handling are different tokenizer/import problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are unrelated tokenization bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are both serialization-related but not the same concrete failure." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache in chunked prefill are separate generation-path issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer attribute errors and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are different root problems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific chunked_prefill cache bug and broad import errors after upgrade are too different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and optimizer double-step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown in filtering data and double optimizer stepping are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data filtering slowdown and Qwen3.5 Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video/VL models, but the reported attributes and failures differ; not a single concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel missing PyTorch and Sentence Transformers hanging on load are unrelated environment/runtime issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder generic bug report cannot be confidently merged with a specific Gemma-4 loading bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained error and processor.save_pretrained missing files are different failures." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional-attention mask construction and final partial-batch handling in MaskGenerationPipeline are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44964|issue:45137", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "c1494400716b455290108e593ba195e3d31b190270143f93c739b5153dd17d3b", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous, but it does contain two separate exact-duplicate issue families: the Qwen3.5 MoE `from_pretrained` error reports (45310\u219445478) and the Qwen3ForCausalLM VRAM leak reports (42673\u219443704). The Qwen3_5MoeVisionConfig config-field report (45375) is a different bug and should not be merged into the Qwen3.5 MoE family.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the best canonical issue for the Qwen3.5 MoE `from_pretrained` duplicate family: it clearly states the failure mode and is directly duplicated by 45478. The packet also contains a separate exact-duplicate family at 42673/43704, but 45310 is the stronger single canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest single issue representative because it has an exact-title duplicate and a concrete, well-scoped bug description. It is a better canonical pick than the other Qwen3.5-related reports, while 42673 is best treated as the canonical for a separate duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated failure modes." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "One is a missing attribute on SAM3 vision output; the other is a model-addition helper failure. Different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and missing `pad_token_id` in `Llama4Config` are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "45375 is a config-field report (`deepstack_visual_indexes`), not the same `from_pretrained` failure as 45478." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both crash with `AttributeError`, but in different utilities and on different objects; not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "45310 is a Qwen3.5 MoE `from_pretrained` error; 45375 reports a different config-field omission." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption are separate problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different names and different release breakages." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs propagation and attention-kernel divergence under `torch.compile` are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 `save_pretrained` moe are different symptoms and likely different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output errors and Qwen3_5 infinite-loop-on-image are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import removal and AutoImageProcessor import failure are separate import breakages." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 `save_pretrained` moe and Qwen3.5 MoE `from_pretrained` are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and Qwen2.5-VL import failure do not describe the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging dependency omission and dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked prefill and attention-kernel branching divergence are different defects." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and janus image-generation test failure are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE, but they target different model variants and different version breakages; too broad to merge." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and xdist race on `captured_info.txt` are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Fast image label reduction bug and xdist file race are different areas and failures." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy-field issue is unrelated to the xdist race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and router-logit load-balancing loss are different model behaviors." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 token-type defaulting are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging and missing image_utils export are different problems." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and BOS/EOS special-token regression are related to tokenization, but not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization are distinct issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluation and DeepSpeed deque underflow are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The Qwen3.5 pair is supported for issue:45310 \u2194 issue:45478 (identical titles), but issue:45375 is a different config-field report and is not grounded as the same bug. Also, the Qwen3ForCausalLM VRAM leak pair issue:42673 \u2194 issue:43704 is an exact-title duplicate in the packet, so the writeup should treat it separately and avoid implying there is only one substantial duplicate family. Several accepted soft-edge verdicts therefore look non-conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "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:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484" + ], + "prepared_review_unit_hash": "e62a25818d3d5fd749843b59b4b847541142639c998716fced81c7ac2fe86a85", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38511, + "estimated_input_tokens": 9628, + "estimated_eval_tokens": 19512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, tokenizer regressions, training-loop bugs, config issues, and save/load problems. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug/change, so all candidates should be kept separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42898 is the broadest, highest-signal regression report in the set (v5 tokenizer behavior), so it is the closest thing to a cluster representative, though the cluster is not actually a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most central and reusable issue title among these mixed reports, but it should not be treated as a duplicate umbrella for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both involve None handling, but they affect different classes and code paths (config defaults vs ModelOutput key assignment)." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different features and failures: processor save_pretrained file output vs Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct behavior changes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failure and a DeepSpeed OOM in Adafactor are different training bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, packages, and root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both hit tokenizer behavior in v5, but one is a loading issue and the other is special-token insertion semantics." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different model families; not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported codec/warning issue is distinct from clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures affecting different architectures and mechanisms." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen model-specific tied-weight warning and tensor-parallel plan omission are separate issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy classes are unrelated repository hygiene problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4\u2192v5 behavioral regressions, but they affect different models and output paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer access/readback and optimizer stepping with DeepSpeed are unrelated bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Public import exposure from image_utils and dummy-class leakage into dir(transformers) are different export problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is MoE FP8 saving and the other is tokenizer config metadata." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failures: multi-label inference output vs local dataset loading." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both mention initialization/defaults, but one is multimodal config defaults and the other is non-persistent buffer filling." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script and LlamaConfig validation are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor save_pretrained file emission are different concerns." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed jobs and Trainer compute_loss signature mismatch are separate training-loop regressions." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but the artifacts and failure modes are different." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job failure reporting and Llama Vision model loading are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import errors in different dependency namespaces with different missing symbols." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import/setup failures, but one is a missing transformers submodule and the other is missing PyTorch." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument compatibility and docstring processing are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Config type-checking in v5.4 and explicit head_dim validation are different config issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLFlow reporting on failed training are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure reporting and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is AutoTokenizer loading and the other is DeepSeek tokenization correctness." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size documentation/behavior are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "41d4c6bf7abd1fd83f5eb2239cf8e08f390bb3602c2ec9018366c9d34090af64", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35480, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports; the soft pairs are only superficially similar by subsystem/topic and do not look like the same concrete underlying bug or change. The most central issue is the v5 tokenizer-loading regression cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest and most representative tokenizer-loading regression report, and it has the strongest thematic overlap with multiple tokenizer-related soft candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it captures the recurring v5 tokenizer-loading failure pattern better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: torch.split return values in a DSA indexer vs old InternVL2 checkpoints failing under v5 meta init." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different model behaviors: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both are v5-era failures, but one is /v1/chat/completions request handling and the other is a Gemma4Processor attribute error." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is distinct from processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same general DSA indexer area, but different concrete issues: split outputs vs missing ReLU." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Both involve processor/template code, but one is batched apply_chat_template padding behavior and the other is auto_docstring crashing on future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id config inconsistency; related area but different underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/save issues, but failing to save dequantized Ministrals/Devstrals is not the same as sinq quantized save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions, but the affected models and failure modes are not specific enough to treat as the same bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout + init." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing on FastSpeech2ConformerTokenizer may be related by theme, but it is not clearly the same bug as issue loading tokenizer in v5." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision error and old InternVL2 meta-init incompatibility are different classes of bugs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/models and likely different causes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior are unrelated configuration bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer output handling vs a wrong docstring are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug are different model-specific problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 wrong offset_mapping and mdeberta-v3 add_special_tokens BOS/EOS regression are distinct tokenizer bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports after version changes, but one is a specific missing huggingface_hub symbol and the other is a broad import-error report." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure is a different problem from quantized model saving failure." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch is not the same as Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading and wrong tokenizer decoder type are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and extra-space after added token are unrelated tokenizer/module 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": 18, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "239cec6d47de06d6b3bb5aaeb8d04e548c3a9cdec0a7288ea02505445f35b4f2", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated issue reports spanning tokenization, model loading, generation, import errors, and model-specific regressions. I would not merge any of the soft pairs, and there are no PRs to consider.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and the closest thing to a representative topic anchor, though the cluster is too mixed to treat as a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most reusable issue to keep as a representative for the tokenizer-regression subset; it has the widest apparent topical overlap among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: masked-LM prediction quality vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both are import/loading failures, but one is the v5 env command and the other is a sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat handling, but one is a versioned tokenizer regression and the other is multimodal assistant mask generation." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization failure is not the same concrete bug as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwargs forwarding are unrelated code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-transformers loading stall and a MacOS bus error on a CLIP model are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache logic, but they describe different failures in different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing AutoImageProcessor import is not the same as broad import errors after upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwarg forwarding and apply_chat_template crashes are distinct processor issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both mention tokenizer/template behavior, but one is a tokenizer regression across versions and the other is a batched apply_chat_template crash." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and broken auto_mappings CI are different import-related regressions." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific model." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config issue in MLA q_a_layernorm is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility breakage and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing output attribute." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and invalid GenerationConfig are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant masks are different tokenizer/chat-template failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids defaults are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save_pretrained failure is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer added-space behavior and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they involve different models and concrete failure modes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import errors." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training instability and empty classification outputs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe regressions and FP8 save_pretrained moe are different bugs, despite both mentioning moe." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "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:44351", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:43493|issue:45753", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "66236ff23197e74d8ed3e9c9f33582c64f95fe410e637dd786767c6e98c5fbc5", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35098, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: the items span many unrelated bugs across tokenization, imports, training, generation, multimodal models, and docs. Under strict triage, every soft pair should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out because the reports are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative issue must be chosen, issue 43122 is the cleanest broad regression-style tokenizer report; however, it is only a weak global representative because the set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load failures, but one is a bad checkpoint saved by save_pretrained and the other is a from_pretrained error; different concrete code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages/modules and are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch between train/evaluate; the other is incorrect output under pipeline parallelism. Different failure modes and subsystems." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import/version issues: sentence-transformers import failure versus a PyTorch version check in flex_attention." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module import is unrelated to slow/fast tokenizer behavioral inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression across versions is unrelated to flash-attention generation failure on Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 implementation discrepancy versus a Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is broad import breakage after an upgrade. Not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are different tokenizer bugs with no shared concrete code-path." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights during from_pretrained is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different model-generation issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression and NaNs after checkout/init are unrelated symptoms and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support mismatch is not the same bug as the flex_attention import/version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are different model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty multi-label classification results in an example script is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior control messaging/API and a missing image-processor method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and trainer.evaluate() failing after train() are different trainer/optimizer problems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state placement under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3.5/Qwen3-VL-Moe issues with different failing operations and symptoms." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect visual encoder keys saved by save_pretrained is not the same as a from_pretrained loading error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label classification failure and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper-function length behavior in qwen3_omni_moe is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends versus Gemma4 causal-mask construction are different code paths and models." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a version check for AuxRequest are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer bugs, not one underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44933|issue:45278", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "d51b4fa44b61f8e535b8745e83c365c516754e4f997592b0864346879b9864d8", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36289, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions that only share broad surface areas like tokenizers, imports, or model loading. None of the soft pairs look like safe duplicates, so I would not merge any of them. The most representative issue is the broad tokenizer-regression report in 43122.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43122 is the broadest, most central regression report here: same tokenizer behaving differently across 4.57.3 to 5.0, which best captures the tokenizer-related subset of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone anchor for this cluster because it is the most general user-facing regression and has the clearest version-bump framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Import-time tokenizer mapping fallback failure vs flash-attention crash on sink-less models; different code paths and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset mapping and the other is model-specific output regression; not the same underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use vs an isolated reproduction of another issue; no clear shared bug signature." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure for GLM-5 vs flash-attention generation failure for Qwen3.5; different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weights inconsistency vs NaNs after checkout+init; these are distinct model-state problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights loading vs PretrainedConfig type-checking breakage; related version area but not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video-processor shape vs missing-torchvision crash in AutoProcessor; different layers of the video stack." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump/release issue vs a PyTorch version guard bug in flex_attention; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "General testing_utils bug vs xdist race on captured_info.txt; the latter is a specific concurrency issue, not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different modules; both are import errors, but not the same missing symbol or code path." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs Mistral regex patch crashing on backend_tokenizer absence; distinct tokenizer internals." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections in layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention-3 training degeneration vs save_pretrained checkpoint regression; different subsystems and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bug vs post-processor not updating after runtime special-token changes; both tokenizer-related but not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure vs a small testing_utils bug; no overlap in underlying code path." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Multi-thread VRAM leak vs Apple Silicon TypeError in caching_allocator_warmup; unrelated runtime failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "chat/completions API request handling failure vs Qwen3.5 MoE loading error; different APIs and failure points." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 control API warning vs missing rms_norm_eps causing precision drift; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path trailing-slash import warning vs VRAM leak in multi-threaded loading; unrelated issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils vs broad import breakage after upgrade; the latter is a wider symptom, not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning for sam3 variants vs key error loading MobileLLM; different loaders and errors." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Configuration import error vs audio feature extraction issue; completely different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "ViTPose model breakage vs TensorFlow backend install ambiguity; only broad backend context overlaps." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 generation config invalid vs unrecognized model type in config.json; both load-time validation issues but with different roots." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B; not enough evidence for one bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in torch-only install vs vitpose model breakage; different packaging/model problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type vs changed tokenization output across versions; closely related theme, but not the same concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API settings warning vs FineGrainedFP8 accuracy regression; unrelated numeric-precision issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compilation warning for bf16 models vs BLIP2 dtype fields staying float32 on load; different dtype-handling problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44075", + "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:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117" + ], + "prepared_review_unit_hash": "4d5047fe6b8deb1fe7a596022e02081bb061a56f13cf2845168f96353098a8d0", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39066, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; several pairs share only superficial themes like imports, loading, or v5 regressions, but none look like the same underlying defect closely enough to merge.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43097 is the strongest cluster anchor: it\u2019s a broadly impactful v5 regression report, has inbound references, and sits near several weak similarity links, even though the neighboring issues are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the best standalone issue to keep: it is open, concrete, and currently actionable, with a clear processor-loading breakage and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: unused SGD args vs optimizer stepping twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated failures: generation cache/chunked prefill vs a testing utility bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-path issues: missing projections in qwen3next vs a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "No shared underlying bug; one is a save_pretrained shard-size question, the other is a model loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5-related regressions, but one is a removed config flag and the other is unexpected position-id keys." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both involve import/type issues, but they affect different APIs and code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model components: image processor missing a method vs MLA q_a_layernorm precision/config handling." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-family issues, but one is a torch.split return handling bug and the other is a RoPE implementation concern." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: PreTrainedConfig type-checking regression vs TensorFlow/tensorboard backend detection." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: vitpose model breakage vs tokenizer protobuf error masking." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both are warnings in different model paths; they do not describe the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a load-time failure and the other is degenerate training behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Distinct model-loading issues for different model families and different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline behaviors: generation cache during chunked prefill vs final partial batch handling in a mask pipeline." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen model issues, but the concrete failures differ and are not the same code-path bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different regressions: removed tie_embeddings flag vs gguf_file loading in tokenizer/model loaders." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems: unsafe sys.modules access vs a testing utility bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Completely different areas: AutoProcessor video-model crash vs testing utilities." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are from_pretrained-related, but they target different assumptions and different failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "No common underlying bug: video processor dependency handling vs save_pretrained shard sizing." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different model/config mismatches." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different GLM components; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both involve loading processors, but the missing torchvision path and missing ReasoningEffort import are different causes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they concern different symbols from different dependencies and different breakages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related correctness issues; no shared code-path evidence." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training/optimizer-state bug vs Liger kernel application under model_init; not the same problem." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization regressions: config flag removal vs quantized model save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: tie_embeddings config removal vs flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction bug vs tokenizer mapping lookup assumption; related area but different defects." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing names and different modules." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different vision/config issues: missing attention projections vs a dropped config field under strict handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen variants, but the concrete failures are different model-internal bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different from_pretrained failures: local_files_only network leakage vs missing embed_tokens weight." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problem classes: config removal regression vs quantization/offloading behavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated kwargs-passing bug vs auto_docstring annotation crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different loading failures in different subsystems; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:45276|issue:46077" + ], + "prepared_review_unit_hash": "a15949a66d907da2f680c917de67ae8fd47a64a2da2cd41b422246d4dcedd72f", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37720, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates stand out in this noisy cluster. The soft-similarity pairs mostly share a subsystem or model family, but they describe different failures and should stay separate. No PRs are present; I\u2019d use issue #43012 as the canonical representative only because it is a clear, broadly phrased regression report.", + "confidence": 0.33, + "canonical_issue_reason": "#43012 is the cleanest, most generally framed bug report in the set and is a better representative than the many model-specific or UX-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#43012 is a concrete, actionable runtime regression with a clear symptom and wider applicability than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load failures, but one is a missing model class export and the other is a torchvision dependency crash; different root causes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "These concern different v5 issues: tokenizer decoder typing vs an isolated reproduction of another bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: xLSTM training bugs vs Bamba torch.compile/SDPA behavior." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-message behavior and pipeline saving are separate code paths and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight loading is unrelated to the default shard-size question in save_pretrained()." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a PyTorch precision warning during compile; the other is a model-specific compile failure under SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and code paths: compile-time warning vs repeated tie_word_embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is unsupported FlashAttention 2 for a model and the other is ignored GPT-2 attention scaling." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an image-triggered infinite loop are unrelated problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model serialization after dequantization and saving Pipeline objects involve different save paths and failures." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model loading failure and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model capability error is unrelated to the Python-version compatibility regression." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling being ignored is not the same bug as degenerate zero loss in sequence classification." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling and AttentionInterface.register behavior are distinct issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request handling and batched chat-template crashes are different interfaces and failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size and Apple Silicon allocator warmup errors are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems and defects." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both mention compilation, but one is a warning on bfloat16 models and the other is a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages with different fixes and call sites." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same behavior." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression is unrelated to GPT-2 attention scaling semantics." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different Qwen3-VL-Moe problems: general loading bug vs FP8 inference support." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing import symbol and unwanted network requests under local_files_only are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions API rejection and apply_chat_template tool-call crashes are different entry points." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request acceptance and Qwen2.5-VL video vision_position_ids are unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but the model/configuration defects are different and not mergeable into one fix." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading and sorted-state_dict load errors are separate loading-path bugs." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Model-loading regression and image-specific infinite loop are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and pipeline serialization failure are different issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resizing and bidirectional attention mask construction are different Gemma4 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": 18, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46002", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:44077|issue:44380", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:46002", + "issue:42490|issue:44075", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "659923f8cd3f90101a57fd04b16b378368ea41468d70a68be844d52d467e8353", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37351, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by unrelated Transformers v5 regression reports: import failures, model-loading/config issues, save_pretrained regressions, and a few training/runtime bugs. The soft pairs are mostly thematic similarities rather than true duplicates, so I would not merge any of them.", + "confidence": 0.7, + "canonical_issue_reason": "issue:45278 is the broadest concrete umbrella in this set: a v5 upgrade causing many import failures. It best represents the cluster\u2019s recurring version-regression theme without being as vague as the other broad reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable issue to anchor this cluster because it is broad, concrete, and closest to the shared upgrade-breakage pattern across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized-model serialization and the other is Pipeline.save_pretrained. Different code paths and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different packages. Same symptom, not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "One is a v5 tokenization cleanup behavior change, the other is a tokenizer decoder type regression. Related area, different underlying issue." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated failures: optional post_init handling vs GPT2 attention scaling being ignored. No shared concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error for a model vs invalid GenerationConfig validation. Different subsystems." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving regressions, but one is a sorted state_dict load failure and the other is an incorrect Qwen3.5 checkpoint save. Not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config attribute in Gemma3 is unrelated to patchtsmixer post_init restrictions. Only a superficial model/config similarity." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage and Pipeline.save_pretrained failure are separate serialization/loading paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks are unrelated config bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but one is a 5.1.0/Python3.9+ mismatch and the other is a Python 3.14 import/load failure. Not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validation problems: attention-mask construction vs rejecting explicit head_dim." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported Flash Attention on Nemotron and missing auxiliary losses in D-FINE are unrelated model-specific issues." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields. Too broad to be a duplicate." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are distinct regressions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split indexing issue in GlmMoeDsaIndexer is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size and load-balancing loss omission are different bugs in different model families." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention unsupported for Nemotron is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP2 optimizer state corruption and a cache-strategy typo are unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad decoration for cache updates and broad import failures are different problem areas." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are separate loading bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load failure and missing deepstack_visual_indexes in config are not the same defect." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors and the Python 3.13 @torch.jit.script indentation parsing issue are distinct interpreter/codegen problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* performance cleanup and intermittent import slowdowns are related only at a very high level; not a duplicate." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in tests and xdist race on captured_info.txt are test-infrastructure issues, but different concrete failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is not the same as FSDP2/PEFT optimizer state misalignment." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility regressions, but one is Python 3.14 loading and the other is type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load-model state_dict sorting failure and incorrect visual encoder save keys are different serialization bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "The no_grad cache update proposal is a specific fix request, while 45850 is a vague broad complaint about many model breakages." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 load failure and Qwen2.5-VL video vision_position_ids are unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad decoration and Python version support for 5.1.0 are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init restrictions are different model-specific changes." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "UMT5Encoder missing weights and NaNs in classification heads after init/checkout are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path trailing-slash import warning and ignored SGD args are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-A14B Instruct OOM are different runtime problems, not a single duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43576|issue:46132", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44222|issue:44230", + "issue:33453|issue:36296" + ], + "prepared_review_unit_hash": "736a8e2a852d9fe0084970f99dbbebf6357114db6da7d9835fadbb6ec5408569", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous. The soft pairs mostly share only broad wording like \u201cv5\u201d, \u201cloading\u201d, or \u201cregression\u201d, but they point to different code paths, models, or tooling issues. I would not merge any of the soft edges.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43723 is the broadest, most user-facing loading regression in the set and best fits the loose v5 breakage theme, even though the overall cluster is too mixed for a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the clearest general anchor: it is concrete, actionable, and broadly about v5 tokenizer loading breakage rather than a model-specific or test-only failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import error vs tokenizer-loading regression; same general area, different bug." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict load ordering issue vs a save_pretrained shard-size question; unrelated root causes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression vs LwDetr AMP/CUDA crash; different models and failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs DeepseekV3MoE implementation divergence; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment bug vs Qwen3.5 flash-attention generation bug; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky integration test from missing seed vs Phi-4 multimodal load failure; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test flakiness vs CI stale device override failure; both test-related, but not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed flake vs auto_mappings CI break; different causes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage vs AddedToken kwarg collision; unrelated failures." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "v5 env command breakage vs AttentionInterface.register behavior change; different features." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer.from_pretrained failure and checkpoint reload failure are distinct paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory regression vs checkpoint reload regression; different symptoms and fixes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Import errors for different symbols from different packages; not duplicates." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test flake vs a testing_utils bug; different scopes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "@no_grad cache update fix vs dummy Conv2d in Sam3PixelDecoder; unrelated changes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; same broad area, different concrete problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network call leakage vs GLM-5 RoPE discussion; no shared bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slower filtering after upgrade; different symptoms." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan vs Qwen3.5 Moe from_pretrained error; related family, but not the same fixable bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad fix vs generation kwarg-sync issue; different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan vs missing config field; different model metadata bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading stall vs documentation confusion; not duplicates." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API leakage vs FP8 save_pretrained bug; different features." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different model families and likely need different fixes." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-patch-count method; different underlying defects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied via model_init vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Real bug vs placeholder title; no duplicate signal." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mention pipeline() vs placeholder title; not a duplicate pair." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting bug vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; different problems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors vs pipeline save_pretrained problem; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 model-loading regression; similar wording, different concrete failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing export from huggingface_hub vs broken transformers env command; distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env regression vs config type-checking regression; not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request/bug; related area but not one fix." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer-loading regression vs tensor-parallel training bug; different root causes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:44704|issue:44908", + "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" + ], + "prepared_review_unit_hash": "cbc8b9166ba34a4ffa013b9da34de4989b09fe92509b3e0785279957ea74b557", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38435, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions: import failures, loading/lazy-loading issues, model-specific config bugs, and a few docs/test reports. None of the soft pairs looks like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella issue is the general v5 breakage report.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it explicitly frames a general 'v5 breaks too many models' regression, which is the best catch-all for the cluster\u2019s version-5 compatibility complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most suitable global representative because it is the broadest open regression report and can anchor follow-up links to more specific v5 breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are v5-related, but one is a broken `transformers env` command and the other is an ImportError for a specific model class; different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "These are different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) and do not point to the same failure path." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in `model.forward` is unrelated to an ImportError for `layer_type_validation`." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A meaningless title (`racoon`) does not match the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "One is a specific import failure, the other is a broken CLI command; only a broad v5 theme is shared." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "The scheduler kwargs bug has nothing to do with the unrelated `racoon` issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing is a runtime bug; the cache-strategies item is just a typo/wording issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and `racoon` are clearly unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training is unrelated to a documentation mismatch about `return_all_scores`." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "A missing `AutoImageProcessor` import and errors in compiled Python files are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and `BeitImageProcessorFast.reduce_labels` are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad regression complaints, but one is a specific Qwen3.5 chat crash and the other is a general v5 breakage meta-report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained(...)` missing files is a concrete bug; `Bug report` is too vague to be the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision/config issue and a DSA indexer ReLU omission are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and a TensorBoard-without-TensorFlow backend error are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe `sys.modules` access may be adjacent internals, but they are not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A Qwen3-VL bug report and missing `_tp_plan` for Qwen3_5Moe tensor parallelism are different model-specific issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL 2D bbox error is unrelated to `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3_5, but one is bounding-box output corruption and the other is an infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a DeepSeekV4 weight-conversion question are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` and inability to reload old checkpoints after upgrading are separate regression classes." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time `import *` slowdown and missing GenerationMixin cache in chunked prefill are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is a specific model config bug, not the same as the broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-compatibility issues after v5, but they affect different model families and likely different load paths." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` is a specific config regression, not the same as the generic v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings behavior and cache-strategies typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "The import-errors-on-upgrade report is related at a high level, but it is still a different concrete problem than the generic 'many models break' meta-issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing `set_seed()` in tests is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading are both import-related, but they are not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but one is `AutoProcessor.from_pretrained` not forwarding them and the other is an LR scheduler ignoring them." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel not applying under `model_init` are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL bounding-box hallucination/error." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL bbox output problems are different model features and bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` and scheduler kwargs ignored do not share the same code path." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer config mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read errors are unrelated to the vague bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and `PretrainedConfig` type-checking breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623" + ], + "prepared_review_unit_hash": "6811cc7eba357048bca7c967009d8d1285b6da2c66f46ffdb0cf161aa4987ff2", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39658, + "estimated_input_tokens": 9915, + "estimated_eval_tokens": 20086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy false-positive similarity across unrelated Transformers issues. The clearest representative is the Qwen3.5 MoE from_pretrained regression; the later same-title report looks like the closest duplicate anchor. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45310 is the earliest concrete report of a specific from_pretrained regression for Qwen3.5 Moe and is the best anchor for the duplicated same-title follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most useful issue to keep as the representative bug report: specific, version-scoped, and directly tied to a reproducible model-loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is about import-star performance/scale and the other is a missing public import; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: model import mechanics vs a small testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output bug are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-processor method is too specific to merge with a broad '5.0 breaks too many models' complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different bugs: 2D bbox output error vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "One is a validation policy issue, the other is an AttributeError in tied-weight key handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in forward signatures does not match a tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Both involve training/model creation, but they are different concrete bugs and not one mergeable fix." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading are separate issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation behavior and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes do not share the same underlying defect." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "'Bug report' is too generic to establish the same concrete from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "A processor timestamp bug is unrelated to scheduler kwarg propagation." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 Vision loading regression are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leak under dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward docs and a missing flash-attention import are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model_init/meta-init context, but the concrete failures are different and not one code-path fix." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementations and different symptoms." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance and VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing processor save files are separate bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage do not share a code path." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in an indexer and Gemma audio positional encoding are different defects." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue in MLA and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 issues, but one is broad behavior drift while the other is a specific decoder-type problem; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue cannot be merged with a broad v5 complaints issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "An unrelated placeholder issue and a testing_utils bug are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and tied-weight key AttributeError are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx on StableLmConfig and tied-weight key handling are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request and processor save_pretrained missing files 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": 18, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-414", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:43298", + "issue:44230", + "issue:45310" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "b87fac37ae6cd5746a3974ae02fa2b9277272c07e1847aeee05a4ca6f6f70f5e", + "component_budget": { + "node_count": 414, + "item_count": 414, + "soft_pair_count": 1552, + "serialized_chars": 800272, + "estimated_input_tokens": 200068, + "estimated_eval_tokens": 400392 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 6307, + "estimated_input_tokens": 1577, + "estimated_eval_tokens": 3410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated and do not form a duplicate cluster. The only apparent thematic overlap is between the two Qwen/MoE loading issues, but they still describe different failure modes and scopes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s bug-report style: it is concrete, recent, and describes a specific regression in from_pretrained for a named model family. That said, the set overall is too heterogeneous for a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different subsystems and symptoms: MLflow reporting after failed training vs slow checkpoint loading in from_pretrained." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "One is about slow checkpoint load time; the other is a tensor-parallel training bug. No same code-path evidence." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance is unrelated to documentation confusion about input_ids and past_key_values." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and loading/inference, but one is fp8 inference support and the other is a transformers>=5.4.0 from_pretrained error. Different concrete fixes." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are both loading-related but not the same bug or code path." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and fp8 inference support are separate feature/compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "f8550c830647b2cd6150b5eb785f204a3c0e55af4d46d489eb30168238ebaef2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not duplicates; they cover unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-like training utility, and Wav2Vec2 word time offsets. No soft edge should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the clearest standalone request: it specifies one concrete behavior change for truncation direction and is well-scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best representative issue only because it is the most concrete and actionable; the other two are separate feature requests in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and user goals: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated requests: truncation behavior vs learning-rate scheduler-like functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug or change path; one is about optimization scheduling, the other about speech model offsets." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "be741c67b264bcfbb39dad868fecd1110b0e115a7ff4098c8594216ca60801d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are only loosely related by transformers/model loading or tokenization themes, but the titles point to different problems: tokenizer mismatch, private-model auth/error messaging, and a generic inability to load a specific model. I would not merge any pair as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 16618 is the broadest and most discussion-heavy representative of the cluster, but it still appears to describe a different failure mode than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best single representative if one must be chosen, because it is the most general and likely to attract the most follow-up context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenizer output mismatch for TAPAS is a different bug from a generic model-loading failure; no evidence they share the same code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is specifically about a bad auth-related error when downloading a private model, while the other is a generic failure loading bert-base-uncased; titles do not indicate the same underlying issue." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "5864f33bdb333612b76f9a9d25ea04893163a2675ae634a49d79bb0829303bae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution issues for different feature areas: Flash Attention 2 support vs GGUF support. They are not duplicates and should remain distinct.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the older and more discussed thread, so it is the better canonical issue if one must be chosen for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the strongest representative because it has higher discussion activity and is the earlier, more established request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests and code paths: one is about Flash Attention 2 architecture support, the other about GGUF support. They are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "3ede41fe204c778e76c6b85a718d198f529edc9792a3afdea77c837270da12ed", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes two distinct language-specific translation requests (Turkish, Spanish) with three near-identical generic template issues. Only the three generic template issues look like true duplicates of the same underlying item.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43834 is the earliest of the three near-identical generic template issues ('[i18n-] Translating docs to '), so it is the best duplicate representative within that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the cleanest representative of the duplicate template subgroup and is more suitable as the cluster anchor than the language-specific requests, which are distinct translation targets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so these are distinct translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two language-specific issues are distinct requests, and the three generic-template issues are near-identical and plausibly duplicates of one another. The soft-edge verdicts are conservative, and the representative choice of 43834 among the generic subgroup is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "490eb4cb209d028eeadc68d474a8dfad4eaedb59a352a5ee6ccb1b9fce042d92", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues across different architectures and modalities. They share a broad \"add support for model X\" theme, but none of the pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.67, + "canonical_issue_reason": "issue:42738 is the broadest umbrella topic here ('BERT-like models with RoPE') and best represents the shared model-architecture-support theme, though it is still not a duplicate of the other specific model requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the most general and reusable representative issue in the set; the rest are mostly specific requests for unrelated models or modalities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-add requests, but they concern different models and different architectures; not the same code-path change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families entirely: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model integrations with different implementation needs." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is an object-detection model request; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and likely different adapters/config paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated capabilities and would not merge into one PR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different Qwen3 TTS/ASR request vs RF-DETR object-detection support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity/circuitgpt are different model families with distinct implementation work." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models despite superficial BERT naming overlap." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity/circuitgpt are unrelated additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT target different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; the RoPE issue is a broad architectural topic, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT-like/RoPE architecture support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are separate capabilities and likely separate model classes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not the same underlying fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but not the same model or implementation path." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests with different support needs." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model families and modalities." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer support are not the same underlying code change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText target different modalities and implementations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Circuit-sparsity/circuitgpt and EUPE are different research models, not one duplicate request." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models and would not be merged as one PR." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are distinct model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are different models and different architectural changes." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "9a7209a1b83271e9e20d0910d09b1cd2ebfcf19d74d16194f919779c203d524f", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose similarity set with mostly unrelated issues. The only near-adjacent pair is the RoFormer kwargs/attention-interface reports, but they still look like different defects, so I would not merge any pair as duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:46143 is the closest thing to a cluster center: it describes a concrete, actionable RoFormer forwarding bug. The other items are either unrelated model/config issues or adjacent but distinct RoFormer concerns.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46143 is the best representative issue overall because it is the clearest and broadest statement of the only recurring theme in the set (missing kwargs propagation).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bug classes: a possible norm-definition question vs an incorrect type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention missing usage of a setting/kwargs, but one is about Mask2Former ignore_value and the other about loss-function kwargs forwarding; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value and DeepSeek-V4 shared expert gating are unrelated model behaviors." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and different symptoms; ignore_value handling is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated: ignore_value handling vs a typo in quantization-operation naming." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Both involve kwargs, but one is about loss calculation forwarding and the other is about RoFormer attention architecture; not the same concrete bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to a ModernBERT config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different modules and bug types: type-hint error vs typo in a conversion attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared underlying defect; these are distinct correctness/documentation issues." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is about missing kwargs propagation through methods and the other about not using the attention interface; overlapping area, different underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "6c8cfeb31812421cbf4ba4606606b49b7c59067aabbc1c1c0fe2924892d780cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 support. They appear unrelated, so the soft edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the better standalone representative because it is a specific feature request; issue 41084 is terse and appears to target a different topic entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: block decoding vs model/version support. No shared issue target or code-path indication." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "fd979d2cf4c4cfbbe62b4f3504812e3ac3067435ea07c930ac5c51e8cb4fc855", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related through custom trainers, but they describe different problems in different Trainer code paths: column pruning customizability vs FLOPS estimation.", + "confidence": 0.95, + "canonical_issue_reason": "issue #43598 is the broader, more central Trainer-behavior concern; it reads like the more general customization problem, while #43600 is a narrower FLOPS-estimation follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it captures the broader API/customization theme and is more likely to subsume adjacent Trainer customizability concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: they share the idea of 'custom trainers' but not the same underlying bug. #43598 is about `remove_unused_column` behavior; #43600 is about FLOPS estimation logic for custom trainers. Different code paths and fixes." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ea3b9f4900ebe61695c95359754f127d983f84d7ffbd26a000daa25f88de8276", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are distinct feature requests: one asks for Qwen3-Omni auto-class registration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the broader and cleaner representative of the cluster, but it is still a separate request from the Qwen3.5 sequence-classification support issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They do not describe the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "2ad89ded5360b1c2d8d0eb735b7e66209ea9bf17d2dcf8c6d4e0fca5e65e2697", + "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 share the exact same title text and have similar low-activity metadata, so they form the strongest duplicate cluster visible in the packet. Issue 43835 has a different title and weaker similarity signals, so it does not match the cluster as well.", + "confidence": 0.92, + "canonical_issue_reason": "43845 is the earliest of the three identical-title issues and is the cleanest representative based on title match, similar body length/activity, and timestamps.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue candidate because it anchors the only clearly repeated title group and predates the other matching issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no stronger shared signals beyond soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared targets, filenames, or other concrete match signals." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; the visible metadata does not show a same-issue match." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title text with close body length and activity/timestamp patterns; this is a plausible duplicate pair." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title text and similar lightweight metadata; they look like the same report cluster." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title text with similar metadata signals, supporting a duplicate relationship." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is a bit too strong for the packet. The data only shows identical titles for 43845/43846/43859 plus soft-similarity scores; it does not support calling them \"near-identical placeholders\" or asserting any shared underlying content beyond title similarity. Likewise, 43835 can be treated as a weaker/non-matching candidate because its title differs, but \"likely unrelated content\" is not grounded in the packet. Please keep the wording limited to the visible signals (title similarity, body length, activity, timestamps) and avoid content claims." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "701141eb8dc963e2a11d463685997aafff1f540690157089b490c12463667893", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-signal or spammy issues; there is no evidence they describe the same underlying bug. If one must be kept as the most plausible real issue, #44418 is the least obviously spam-like.", + "confidence": 0.9, + "canonical_issue_reason": "#44418 has the only non-spam, issue-shaped title (\u201cDocumentation Enhancement Suggestion\u201d), so it is the best candidate to anchor the cluster even though the body is still too sparse to confirm legitimacy.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the most suitable global representative because it is the only item that reads like a plausible product issue rather than obvious spam or filler text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled only \"\" with no body, targets, or links; identical spam labels do not indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled only \"\" and contain no actionable evidence of a shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is generic spam, the other is a vague documentation request; they do not describe the same concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are both spam-like, but there is no sign they refer to the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation enhancement and a spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles and available metadata do not point to the same bug/change; one is a vague doc suggestion, the other is spam." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete shared bug, change, or target to merge them as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. spammy brand mention; similar low quality is not enough to treat them as the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared code-path, target, or substantive description is present; these are just separate spam-like issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "7dc1f8a861ea4de3f0b55ef1ca251eee7fc0c8a8260a01f567af86056fa8e4dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair looks like a likely duplicate/near-duplicate issue set: the titles are identical and the body lengths are very close, but the evidence is sparse, so confidence should stay moderate. Issue 45145 is the better canonical representative because it was created first and has the only inbound reference in the pair.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45145 is the best canonical representative because it was created first and has the only inbound reference among these two near-duplicate issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest overall issue candidate for the same reason: earliest creation time and slightly more external reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and very similar body size make these likely duplicate/near-duplicate reports, though the available evidence is limited and does not prove identical content." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The comparison is plausible, but the verdict is a bit too confident for the evidence shown. The packet only provides identical titles, similar body lengths, and a soft_similarity signal; it does not give direct body-content evidence or explicit duplicate links. Please soften the language from \"same underlying issue\" to \"likely duplicate/near-duplicate,\" and reduce the confidence accordingly. The canonical choice is grounded in earlier creation time and one inbound reference, but \"more established in discussion/links\" is slightly overstated given the sparse activity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 15, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "b9e7be76507fc1b84bb5e45f31bca4829ea9965b0a67e1bdaeb27dc5e9f8e23d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They are related only at a broad quantization-inference level, not the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "issue #45674 is the better representative of the cluster because it is framed as a concrete configuration/regression bug in BitsAndBytesConfig with a clear failure mode and broader applicability than the Gemma4-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the strongest standalone issue to keep because it describes a specific, actionable regression with an explicit API trigger and a clear assertion failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying problems: Gemma4 audio modules hit a torch.finfo TypeError on uint8 weights, while the BitsAndBytesConfig issue is about llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError. Same broad area, but not the same bug." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "630b139043b751d835d2c24ebb7e29ca8e6af3ecd21166c2503654b065d68c82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates: their titles are different personal-name/date entries with no shared problem statement, code path, or references. The soft similarity appears superficial only.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue here; the items look unrelated rather than like two reports of the same underlying bug/request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for a duplicate cluster because there is no real cluster to collapse.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no body, links, or shared context indicating the same underlying issue." + } + ] + }, + "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": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "90279dcfb8e03d81bff1fb84dcac3dbf0c35aafc2c63ab347f1377d072d3d6b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look like unrelated low-signal entries (personal names plus dates) with no shared technical context, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles do not describe the same bug or request; they are distinct name/date strings with no body, links, or code context indicating a shared underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "3a29482d2f409117b5b66dca55d74aaef52b17948db4a666e59a4dfb5bfb7ced", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two exact duplicate issue pairs in the cluster: 45870/45871 and 45872/45873. Issue 45869 is related only at a broad financial-data level, but it is a distinct request. The two DataForge issues describe different underlying asks, so they should not be merged together.", + "confidence": 0.84, + "canonical_issue_reason": "45872 is the strongest representative of the cluster: it is the earlier copy of an exact duplicate pair (45872/45873) and has the most descriptive body/title among the clearly duplicated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best global representative because it is one of the exact-duplicate heads and appears more fully specified than the other duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/DataForge theme, but the dataset bundle request and the prediction example are different underlying issues." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Broad topical overlap only; this is a dataset bundle request, not the same change/request as the prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparently the same issue text; this looks like an exact duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series in DataForge, but one is an example/prediction request and the other is a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain, but the concrete request differs from the prediction-example issue, so they are not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The titles point to different concrete asks: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related only at a high level; these are not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching issue shape; this appears to be an exact duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are exact duplicate pairs by identical title/body length and perfect Jaccard, while 45869 is only loosely related and distinct. The representative choice is conservative and supported by the longer body on 45872. No PR mergeability issue applies here because this is an issue-only cluster." + }, + "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": "c56fb5bddbebc5f6a5cc91d33bdcd19179a9c41135146b122a0c9e1175ce30e2", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38372, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38372, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which fix the same code path by forwarding `cross_entropy` kwargs. All other pairs should be rejected as different features or different bug fixes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate loss fix: it is explicitly tied to issue #43240 and implements the same `fixed_cross_entropy` change as #43254, but in a slightly more complete form.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest cluster representative because it directly targets the tracked loss bug and covers the same functionality as the narrower duplicate PR #43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are PRs, but one is a new model/doc addition and the other is an export test; they do not fix the same bug or implement the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions and a new model implementation are unrelated changes despite both touching model infrastructure." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer method addition and an ExecuTorch export test are different code paths and different problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding a new model are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "These fix different bugs in different subsystems: loss argument forwarding vs loading/conversion prefix handling." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs handling is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss kwarg forwarding and Mistral4 test/MoE fixes are separate issues and cannot be merged as one PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "An exportability test does not match the base_model_prefix conversion/loading fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to the Mistral4 test and grouped-mm contiguity changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export tests and a new model addition are different changes, not the same bug fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model implementation and Falcon output-collection refactoring are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "Model addition and loading/conversion prefix fixes do not share the same underlying code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactoring and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes/MoE contiguity and conversion prefix handling are different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "These address different concrete issues: Mistral4 test behavior vs a `layrnorm` weight-renaming typo." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "A Mistral4 test fix and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test changes and config-resolution order changes are unrelated fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix is not the same thing as the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "The MobileLLM implementation is not the same as the model-creation skill/documentation PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy`; they are the same underlying fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate-like pair is #43251/#43254, which both patch `src/transformers/loss/loss_utils.py` to forward `weight` and `label_smoothing` into `nn.functional.cross_entropy` and share issue target #43240. The other pairwise rejections are conservative and consistent with the listed filenames/diffs, which show different features or subsystems rather than a single shared bugfix." + }, + "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": "78ff34ad200a9a00e9d055653399d02f0b642694a43ab65cbff6d60ea20ebc5b", + "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": "These are related VibeVoice PRs, but they are not duplicates: #40546 adds the base VibeVoice model, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and extra generation/model changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate: #40546 is the base VibeVoice implementation, whereas #42781 is a separate realtime extension with additional tokenizer and generation code.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the broader and newer PR, but it still represents a distinct realtime feature rather than the same change as #40546.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related model-family work, but different underlying changes: base VibeVoice implementation vs. VibeVoice Realtime with acoustic tokenizer and generation updates. They would not be merged as one duplicate PR." + } + ] + }, + "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": "a572309f4cd4df19d797f408aa829ef9b54c23f544c477e5a53cb168edc17a37", + "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": "The two PRs are unrelated feature additions in different model families: TimesFM covariate-based forecasting vs DINOv3 image classification support.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and codepaths; one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." + } + ] + }, + "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": "39ec97e6e2186ade207253b4f3fa4906d8a045ecf64e81f968b39fb8b4de949a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are standalone model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share repository plumbing patterns, but they do not fix the same code path or represent one mergeable change, so no soft duplicate edges should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the closest-to-canonical representative is PR 45630 because it is the most substantial standalone model addition, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the best single representative of the cluster only in the sense that it is the most complete and broad model-addition PR; however, it is still a different feature from the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared docs/auto-registration scaffolding is generic and not enough to treat these as the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar transformer registry files, but they are separate model additions and not mergeable as one PR for the same underlying change." + } + ] + }, + "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": "0208d574ff598884d026c2bc9e20241a2f25b80485b65f6d6fd408ffba4b0355", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both maintenance PRs updating GitHub Actions, but they target different actions and different upgrade motivations. They are related, not duplicates of the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the better representative because it has the clearer, broader compatibility-driven scope and touches many workflow files beyond a single action family.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the strongest cluster representative: its title and diff make the maintenance purpose explicit, and it spans more of the workflow surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but 42975 is about Node 24 compatibility for core workflow actions while 42976 updates docker/build-push-action and a few other actions to newer versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" + ], + "prepared_review_unit_hash": "749b0dde187cf965a22c3056184aa0e562ef719a338b397f9b277d7b74c62752", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16478, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16478, + "estimated_input_tokens": 4120, + "estimated_eval_tokens": 8496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct PRs: three add different models (ViT NEPA, Molmo, Molmo2), one adds CTSM, and one only adjusts XPU test expectations. The shared filenames are generic repo plumbing (docs TOC, auto mappings) and do not indicate the same concrete change, so none of the soft similarity edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are routine scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); overlapping auto/docs files are too generic to imply a single fix or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (ViT NEPA vs CTSM); no shared concrete code-path or bug is evident beyond model-registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model integrations with different files and functionality; similarity is only from shared repository registration patterns." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs files do not make them the same PR-worthy change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model integrations with different code paths, configs, and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition and XPU test-expectation tweaks are unrelated changes; they do not fix the same concrete issue or code path." + } + ] + }, + "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": "3abb01b8de383ea1be7cdbcd9f92d9706df130344e81b88569e42601bfecd661", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No pair looks like the same underlying bug or change. The PRs span unrelated areas: Whisper tokenization/tests, generic model test edits, FP8 dequant/loading logic, and FSDP tied-weights cleanup.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest standalone candidate: it contains a concrete code-path fix in model loading/FP8 integration across implementation and tests, whereas the others are either unrelated, vague, or test-only noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it has the clearest substantive bug-fix intent and concrete code changes; the others do not appear to target the same problem space.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; they do not fix the same bug or share a concrete code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix versus FP8 dequant/model-loading fix; different subsystems and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Generic test-file edits in CLIP/ViT do not match the FSDP tied-weights cleanup; no shared underlying defect is visible." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The PRs touch unrelated code paths: model tests versus FP8 dequant/loading internals. They are not plausibly one merged change." + } + ] + }, + "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": "b32fc55936629a2e98374c72fb57e4ef359ec356fe053612d698ab5ae269a951", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only pull requests 46100 and 46114 are true duplicates: they make the same tiny ViT test-only edit. The other soft-similar PRs are unrelated changes in different code paths and should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the earliest and clearest representative of the identical ViT test-migration change; 46114 is a later fork with the same diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best cluster representative because it is the earliest instance of the only exact duplicate pair and has the cleanest, most straightforward title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: one is a setup/version/dependency tweak, the other edits CI workflows plus several model files. Shared Vit test file is not enough to make these the same PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "These touch unrelated areas and solve different tasks; 43488 is a repo-bot/setup test PR while 46114 is a ViT test-migration fork." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Only broad test/CI similarity is shared. The diffs are not the same concrete bug or change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite some testing-related overlap, 45932 is a broad multi-model/Grafana workflow PR while 46100 is a tiny ViT test edit; they do not fix the same code-path problem." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "Same underlying change: both have the same diff in tests/models/vit/test_modeling_vit.py, adding the same dummy failing assertions for the migration test." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical ViT test diffs, while the other pairs only share broad filename/topic overlap and do not look mergeable into one bugfix PR. The soft-edge rejections are conservative, and the accepted pair is well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "e9896f0dffc8b58ad76fb305b132ffecad8832a9197ebb492619742939d785d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate pull requests add different pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some documentation/registration scaffolding, but they target different task names, model integrations, and test suites, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different features for different segmentation tasks and code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; there is no single best PR for deduplication in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: promptable concept segmentation vs promptable visual segmentation, with different filenames, model support, and tests. Shared docs/registration changes are not enough to merge them as one PR." + } + ] + }, + "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": "f6bd80506aa487001f68b177c825c991b64e3e0e6849f548799235d1576350fa", + "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 unrelated Trainer PRs that both modify `src/transformers/trainer.py` but address different extension points: gradient-accumulation loss scaling vs. column/signature filtering for custom trainers. They are not duplicates of the same underlying change.", + "confidence": 0.95, + "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": "Same file and broad Trainer area, but the changes solve different problems on different code paths: loss scaling during training vs. signature-based column filtering. They would not plausibly be merged as one PR." + } + ] + }, + "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": "b1897cc32e0c817ed51d18233b3a276ec84925f03d6b64a38ddd7de187e2e099", + "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": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different concrete problems: one is a typing/name-resolution cleanup in the CLI code, the other is a guarded import/type-annotation fix for when `pydantic` is absent. Not a duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests address different underlying NameError/type-resolution causes in the same file rather than the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the better representative of the explicit runtime failure mode because it directly targets the missing-`pydantic` `TypeAdapter` lookup problem and has a clear issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and `TypeAdapter` wording are too broad; #43656 changes unrelated typing annotations/`__future__` handling, while #43842 fixes importing/forward-referencing `TypeAdapter` when `pydantic` is unavailable. Different underlying bugs, so do not merge as duplicates." + } + ] + }, + "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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"summary": "This cluster is mostly a batch of model-specific refactors to standardized output tracing. Most pairs are only thematically similar, not true duplicates; the only clear duplicate line is the GPT-Neo pair, plus the GPT-J/CodeGen follow-up variants.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present here. 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not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file/test area and same output-tracing rewrite; one is a later variant of the other." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; only the tracing approach is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and files; not a duplicate change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; same refactor family only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same code-path fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; 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different attention/output implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; not the same concrete change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; only the migration theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; distinct model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5; same issue target only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs Segformer; not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa V2; unrelated concrete patches." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 vs TextNet; different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 vs SpeechT5; not duplicates." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs ViTS; same migration pattern only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same files; 44722 is a later, consolidated version of that change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; same family of cleanup, not duplicate code." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary matches the packet\u2019s pattern of model-specific output-tracing refactors, and the accepted soft edges are limited to pairs that share the same model/file path and look like later/narrower variants of the same change. The rejections stay conservative and avoid overclaiming based only on thematic similarity or shared issue tags." + }, + "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": "cadc3740f6b4840c636189380f5dc4a60d94146d31b066fb739331f54ffb9b0a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "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": "All six PRs are the same refactor pattern\u2014migrating model output handling to standardized capture/decorator utilities\u2014but they apply to different models and code paths, so they are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping: each PR targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5).", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the strongest representative of the set because it has an explicit issue target and a more concrete model-specific refactor, but it still addresses a separate code path from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation paths; 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Their overlap is mostly boilerplate around docs and Auto registries, not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, PR 45075 is the broadest and most complete model addition in the set, but it is still a distinct feature rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic integration boilerplate, not evidence of the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model integrations for PenguinVL and DeepSeek-OCR-2. The common files are standard auto-registration and docs plumbing, not the same bug or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and targets. Similar touched files reflect framework-wide setup only." + } + ] + }, + "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": "e7651c42b144c3213f1567deba93a4bb1d1f5a5f023ef2a7ab8f8a26ae90b39d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to fusion infrastructure, but they implement different layers and use cases: one introduces a generic module-fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and related integration points.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical cluster representative because it establishes the core module-fusion API and abstractions that the other work could build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best standalone PR for a concrete user-facing change: it connects KernelConfig to actual model loading/integration and includes an end-to-end example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same underlying change. #44979 adds a general module-fusion API and tests; #45363 implements specific n-to-1 kernel fusion plumbing via KernelConfig, integrations, and example code. They could not plausibly be merged into one PR as duplicates." + } + ] + }, + "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": "a4cda2c3c6638ba575f7ac9fa6c0744d8b0f79bd83d52793afcc5e4d92af95eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch bug in the same file with near-identical code changes; the later PR also adds tests, so it is the better canonical choice.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same AttributeError as #45086 and also includes test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall PR because it targets the same concrete code-path bug as #45086 but is more complete and verifiable due to added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in _patch_mistral_regex; the diffs overlap almost exactly, and the second PR only adds tests around the same change." + } + ] + }, + "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": "88ce541a9cc09b31a906009ca6c12c5c5328532c1489be2d2045127a99fcd93d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a checkpoint-conversion / inheritance refactor for NemotronH, while #45569 is a broader model split into NemotronHDense and NemotronHSparse with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical representative because it is the broader, more complete NemotronH family change and includes the user-facing model split plus docs/tests, whereas #45115 is a narrower conversion-mapping refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best PR for the cluster since it subsumes a larger portion of the NemotronH architecture work and is more likely to be the primary integration point for related follow-up changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the concrete changes differ: #45115 adds conversion mapping and inheritance-related refactoring, while #45569 splits the model into dense/sparse variants and updates docs/tests. Not the same underlying code-path fix." + } + ] + }, + "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": "90d34802d4ce9578ed6b587b40124e409c802d027162e10989ea8f0a699dc689", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same heterogeneity effort, but they are not duplicates: one introduces per-layer heterogeneous config support, the other extends the model/runtime stack to consume it. They touch overlapping files yet implement different layers of the feature.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better umbrella candidate because it covers the end-to-end heterogeneous model support path, including cache/modeling changes and per-layer config consumption, making it the more comprehensive representative of the feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative for the cluster because it is broader and more user-facing, with concrete modeling/runtime changes beyond the config plumbing introduced by #45333.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct feature work: #45333 adds heterogeneous config plumbing, while #45332 adds model/runtime support that consumes that plumbing. They are not the same concrete bug/change and would not normally be merged into one PR as duplicates." + } + ] + }, + "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": "75514ab4a70930d71851e9d801b75d8e74eb0a43ffae80928bd15fb3a2234dcc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds specific typing protocols/aliases for modeling_utils and PEFT-related integrations. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical PR because it has a clearer, more concrete typing change centered on shared abstractions and a smaller set of affected code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster: it makes a specific typing refactor, whereas PR 45415 is a broad enablement/sweep across many files and is less suitable as a duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: 45415 is a wide type-checking pass with pyproject ignore adjustments and many file annotations, while 45425 adds focused typing protocols/aliases for modeling_utils and PEFT-related code. They overlap in theme and some filenames, but not in the same underlying change or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "440c2e02fd61eae7c09f4195b6ee1782e4426fcd4d4d88508dcf61c6ff1dfb15", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related around device/parallel execution and test expectation updates, but they do not fix the same underlying bug or change. The cluster is not a true duplicate set; it mixes separate model code-path fixes and unrelated test-only expectation tweaks.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the best anchor for the cluster because it is the most concrete runtime fix: it corrects device placement in model-parallel forward code and spans multiple affected model implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest representative of the shared theme, but it is not a duplicate of the others; it addresses an actual model-parallel bug rather than just adjusting test expectations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; they are related in theme, not the same change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 fixes model-parallel runtime behavior, while 46151 only adds pipeline test expectations for XPU; different artifacts and different underlying issues." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "One is an audio-model code fix and the other is a token-classification test update; they do not share the same concrete bug or mergeable change." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Both touch distributed/device-related tests, but they target different test suites and different behaviors; this is not the same underlying change." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test-only, but for different models and expectations; they do not look like duplicates or one mergeable fix." + } + ] + }, + "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": "ccb4811de0ea476a90cbd2d6f44313a8d1ef1232f2d0e07a59d18ce18a4a0d58", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mamba2 PRs are the same underlying bug fix for `use_cache` with `seq_len > 1`; the Qwen3.5/OLMo-Hybrid PR is a separate model-specific cached-forward issue and should not be merged with the Mamba2 fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the strongest representative: it targets the same Mamba2 cached-forward bug as #46084, has the same issue target, and is more complete/specific with code, tests, and docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the best standalone triage point for the cluster because it fully describes the Mamba2 failure mode and appears to subsume the narrower fix in #46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying problems in different model families: #45513 is about Qwen3.5/OLMo-Hybrid linear attention cached multi-token forward, while #46084 is Mamba2 `use_cache` with `seq_len > 1`." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same concrete Mamba2 code-path bug and same issue target (`#46032`); #46098 looks like the broader version of the same fix, adding docs/tests around the same cached-forward correction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The separation of PR #45513 from the Mamba2 fixes is well supported by the different model families and filenames. The linkage between #46084 and #46098 is also reasonable: they share the same issue target and Mamba2 files, and #46098 appears to be the broader, more documented version of the same bugfix. No clear overstatement is evident." + }, + "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": "6da8c7f5d260b5302294c69ae8c4238ff6ee25f4f0cd1a61430019a3e97744d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about EP-related loading, but they fix different bugs in different code paths: #45548 targets distributed_config serialization and the has_ep check for accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes expert tensors being overwritten during FSDP2/post-shard loading. They are related, but not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #45548 and #45662 address different EP-loading failures in different mechanisms (serialization/feature detection vs post-shard tensor handling).", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the better representative of the cluster\u2019s concrete bug-fix theme because it addresses a specific, reproducible code-path corruption of expert parameters during loading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: they share the EP/loading theme and one file, but the underlying problems differ\u2014#45548 fixes config serialization and has_ep detection for accelerate/ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. They would not plausibly collapse into one PR." + } + ] + }, + "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": "3ce14dc8146de7790f7cc6f1d16938911f635be1714271dd89bff59ab9e5833c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "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 are about the same xdist/captured_info collision problem on issue 45561; PR 45645 is the broader follow-up that includes the logging fix plus CI log aggregation, while 45639 is a narrower subset.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it covers the core xdist-safe output change and also updates the CI workflow to consume multiple captured_info files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best PR to keep because it addresses the same bug with the most complete end-to-end handling; 45639 appears to be an earlier narrower variant of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete xdist collision around captured_info output in testing_utils, and the larger PR 45645 plausibly subsumes the narrower 45639 changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "ea4b02e46ed3e66cdc420be1475869e7d8b3aa088494a87bc3d866ac5e5b2d05", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-level attention-dispatch PRs: CTRL and T5 both add SDPA support, while ShieldGemma2 adds broader attn_implementation dispatch. They are related by theme but not duplicates of the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical PR exists here because each PR targets a different model/code path. If one representative is needed, PR 46154 is the clearest exemplar of the SDPA-dispatch change with explicit model tests and documentation updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the strongest standalone PR to represent this cluster because it has the most explicit SDPA-dispatch scope and associated test coverage, making it the most complete and readable implementation among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both touch attention dispatch, but they are for different models (ShieldGemma2 vs CTRL) and do not appear to fix the same concrete code-path problem." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "ShieldGemma2 attn_implementation dispatch is a different model-specific change from T5 SDPA dispatch; shared theme is too broad to treat as duplicates." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch PRs, but for different architectures and model files (CTRL vs T5), so they are not mergeable as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/manifest.json b/snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9885ed35a0bd53b69eecaf053a1e816fd52b6d7a --- /dev/null +++ b/snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260523t120023z", + "artifacts": { + "hybrid": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-23T12:04:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260523T120023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260523T120023Z/manifest.json b/snapshots/20260523T120023Z/manifest.json index 769f7e224674a58c273ccfb44d7c49c0e75657ae..c589f7a66b08840ba635a0db8c126808c3c87078 100644 --- a/snapshots/20260523T120023Z/manifest.json +++ b/snapshots/20260523T120023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 59 }, "extracted_at": "2026-05-23T12:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260523t120023z", + "runs": { + "hybrid-model-20260523t120023z": { + "analysis_id": "hybrid-model-20260523t120023z", + "artifacts": { + "hybrid": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/manifest.json", + "model": null, + "published_at": "2026-05-23T12:04:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260523T120023Z", "watermark": {