diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 75ee4ebc6223eefaefb6dc4542a6598c111d379a..a756bd51820ec85e6533779ec81015941b1cd644 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": "20260625T180018Z", - "generated_at": "2026-06-25T18:09:09Z", + "snapshot_id": "20260626T000017Z", + "generated_at": "2026-06-26T00:11:19Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1844,35 +1844,6 @@ } ] }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2195,15 +2166,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 862696e82d65e8e98a9aa7a988d04283d42b8865..13eaf06c9839986406d567cdae8dcde9a51bfb7f 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,22 +1,22 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260625T180018Z", - "generated_at": "2026-06-25T18:09:09Z", + "snapshot_id": "20260626T000017Z", + "generated_at": "2026-06-26T00:11:19Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:24643", "issue:30277", @@ -43,6 +43,7 @@ "issue:44457", "issue:44509", "issue:44512", + "issue:44560", "issue:44805", "issue:44841", "issue:44918", @@ -88,7 +89,7 @@ "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:46165|issue:46468", - "issue:43596|issue:46165", + "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", @@ -105,11 +106,11 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "issue:44292|issue:45237", + "issue:45874|issue:46294", "issue:39290|issue:45081", - "issue:45823|issue:45874", "issue:45800|issue:46515", + "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", @@ -121,8 +122,8 @@ "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43716|issue:45685", - "issue:43039|issue:44918", "issue:41762|issue:43638", + "issue:43039|issue:44918", "issue:43827|issue:44512", "issue:43828|issue:45685", "issue:43039|issue:43828", @@ -131,370 +132,406 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "74a15baf9241eb3324e9d5ba9d47496f30f5820f2d93e8026d9ca6c6ccb5288c", + "prepared_review_unit_hash": "cc283db8bc3db9b800a9ac63f78a486422303d6f9c1e5189176389bafc7667f0", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46011, - "estimated_input_tokens": 11503, - "estimated_eval_tokens": 23262 + "serialized_chars": 46571, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans several unrelated issue families. The only clear duplicate groups are the DeepSpeed ZeRO-3 size-0 IndexError reports, a torch 2.4.1 compatibility pair, and a Qwen3.5Moe rotary/offload memory-materialization pair. Most other soft links are broad-similarity false positives.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43596 is the clearest, most generic representative of the repeated DeepSpeed ZeRO-3 'index 0 is out of bounds' failure, and it best matches the strongest duplicate candidate in that family.", + "summary": "A few soft edges look like true duplicates, but most are only loosely related by subsystem or error text. Strong matches are the ZeRO-3 BertModel IndexError pair, the Qwen3.5 MoE rotary-embedding state issue pair, and the torch 2.4.1 compatibility pair.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the shared DeepSpeed ZeRO-3 IndexError on BertModel loading, with the most explicit reproduction context among the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the most central issue for the ZeRO-3 IndexError family: explicit error, clear context, and model-agnostic enough to anchor the duplicate set.", + "best_issue_reason": "Issue 43638 is the best issue anchor for the cluster\u2019s only clear duplicate family here because it states the concrete zero3/BertModel failure most directly and broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: missing Qwen3.5 config field vs streaming chat/completions failure." + "reason": "Different failures: missing Qwen3_5Config field vs streaming chat/completions behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are backend-specific model failures, but they affect different subsystems and code paths." + "reason": "Different concrete bugs and backends: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated model dtype mismatch vs AMD GPU failure." + "reason": "Different model paths: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/autocast issue and GPU backend issue." + "reason": "Autocast dtype mismatch is unrelated to AMD GPU device/backend failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Both are hardware/runtime bugs, but not the same model or failure mode." + "reason": "Different models and symptoms; no shared code-path is evident." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different invalid-method/backend symptoms." + "reason": "AMD GPU support issue and GraniteMoE invalid-method bug are not the same defect." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issue vs FP8 config failure." + "reason": "ONNX export and FineGrainedFP8 model failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug is unrelated to auto device-mapping assert." + "reason": "ONNX export error vs auto device-map cuda assert are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different docs/task issues; not the same concrete bug." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they target different removed references and pages." + "reason": "Both are docs cleanup topics, but they reference different removed v5 items and are not the same concrete change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to GenerationMixin import regression." + "reason": "Export-time ONNX failure is unrelated to the GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different trainer/input unpacking bug vs training resume/remote-code issue." + "reason": "SFT input-embedding unpacking and resume-training/trust-remote-code are different training flows." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust_remote_code problem is unrelated to multi-GPU YOLO device mapping." + "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are not the same bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Gemma4 PLE device mismatch." + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different forward-pass problems." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are errors, but one is ZeRO-3 IndexError and the other is a mask shape mismatch." + "reason": "Both mention indexing errors, but the model/setup and failure modes differ too much to treat as duplicates." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different DeepSpeed init bug vs training-resume issue." + "reason": "ZeRO-3 Bert loading bug is unrelated to local-model resume/trust-remote-code behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both involve indexing/shape errors, but not the same code path or failure." + "reason": "Different failure signatures and model contexts; only a generic IndexError wording overlaps." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to Qwen3.5 video chat-template mismatch." + "reason": "Mask mismatch issue is unrelated to Qwen3.5 video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different tensor-shape failure vs MoE TP issue." + "reason": "Different model families and errors; no shared underlying bug is clear." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated training-resume bug vs Nemotron example breakage." + "reason": "Resume-training issue and Nemotron example breakage are unrelated." }, { - "left": "issue:43596", + "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 IndexError and resume/trust_remote_code are unrelated." + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to training resume/trust-remote-code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset issue is unrelated to ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but different errors and different model paths." + "reason": "Different distributed-training failures: collective mismatch vs zero3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 size-0 IndexError during model loading; the model names differ, but the failure looks like the same root cause." + "reason": "Same DeepSpeed ZeRO-3 IndexError on BertModel loading; the titles describe the same underlying bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS TP failure." + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different model-specific tokenization/LoRA result mismatch issues." + "reason": "Detokenization bug and LoRA merge/save-load mismatch are not the same defect." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different Qwen/NVFP4 runtime issue vs LoRA save/load mismatch." + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA output mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class errors." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different device/dtype issue vs YOLO multi-GPU mapping failure." + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask shape indexing." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to a mask shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the runtime errors and code paths differ." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3.5Moe rotary-embedding/offload materialization bug; one is CPU offload, the other is meta->to_empty(cuda) state handling." + "reason": "Same Qwen3_5MoE rotary-embedding/offload materialization bug; both describe the same broken inv_freq handling." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram failure is unrelated to YOLO multi-GPU mapping." + "reason": "MPS histogram operator limitation is unrelated to YOLO auto device-mapping." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different ZeRO-3 IndexError vs MoE tensor-parallel failure." + "reason": "BertModel ZeRO-3 loading bug and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP/activation-checkpointing mismatch is unrelated to CustomTrainer signature breakage." + "reason": "FSDP activation-checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading IndexError is unrelated to GPT-OSS TP-only failure." + "reason": "No common underlying bug; ZeRO-3 Bert loading and GPT-OSS TP failure differ." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model and different failure type." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 reverse-embedding performance issue is unrelated to Qwen3.5 video template mismatch." + "reason": "Different models and backends; no shared code path is evident." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different Qwen NVFP4 runtime issue vs AMD GPU failure." + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU issue are unrelated." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different Gemma3/vLLM config bug vs Mistral tokenizer regex crash." + "reason": "Reverse embedding lookup and video chat-template token mismatch are different issues." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different Gemma4 bugs: device mismatch vs expensive reverse embedding lookup." + "reason": "Gemma3 vLLM config attribute error and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility complaint; both point to the same version mismatch." + "reason": "Both report the same torch 2.4.1 incompatibility; 45800 just names the paired transformers version too." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to Qwen NVFP4 runtime failure." + "reason": "General torch version incompatibility and Qwen NVFP4 runtime error are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to Qwen device-map assert." + "reason": "Activation-checkpointing FSDP issue and Qwen auto device-map cuda assert are unrelated." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram backend error are different bugs." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different failures." }, { - "left": "issue:43039", + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; only broad dtype/runtime language overlaps." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3.5 input embedding unpacking." + "reason": "NVFP4 runtime error and Qwen3.5 SFT embedding-unpack issue are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram op limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failure modes; no duplicate evidence." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Both report the same ZeRO-3 'index 0 out of bounds for dimension 0 with size 0' loading failure, just on different models." + "accept": false, + "reason": "Both are zero3 IndexErrors, but the model families and failure contexts differ too much to confirm the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are unrelated." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs leftovers, but they cite different removed commands/tasks and are not the same concrete issue." + "reason": "Both are docs issues from v5 removals, but they refer to different obsolete references and are not the same concrete doc bug." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different runtime failures: autocast dtype mismatch vs MPS Int histogram backend limitation." + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram implementation gap." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different bugs despite both touching training/inference math." + "reason": "Different failures in different parts of the stack; not a duplicate." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to trainer loss signature breakage." + "reason": "Distributed collective mismatch and trainer signature incompatibility are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP bug is unrelated to GenerationMixin import error." + "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model failure is unrelated to RAG docs content." + "reason": "AMD GPU model runtime issue and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call issue is unrelated to mask/tensor shape mismatch." + "reason": "Liger Kernel cross_entropy call and mask-shape indexing error are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about most soft links. The accepted duplicate groups are well supported by the issue titles, especially the two ZeRO-3 IndexError pairs, the torch 2.4.1 compatibility pair, and the Qwen3.5Moe rotary/offload pair. The false verdicts also read cautious rather than overstated." + "feedback": "The writeup is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by near-identical titles/body context (ZeRO-3 BertModel IndexError, Qwen3.5 MoE rotary/offload issue, and torch 2.4.1 incompatibility). The rejected pairs are generally cautious and do not overclaim duplication from broad subsystem similarity alone." }, "evaluator_used": true, "retried": false, @@ -505,15 +542,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 2, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36010", "issue:39290", @@ -582,8 +619,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:43872|issue:46304", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -591,8 +628,8 @@ "issue:43425|issue:45070", "issue:43975|issue:45901", "issue:43792|issue:45070", - "issue:45362|issue:45464", "issue:43596|issue:45800", + "issue:45362|issue:45464", "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -608,295 +645,295 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "03bbe23a99528c539c915be0cfd273a560b2b07c76c04e110c0576464b6ab57a", + "prepared_review_unit_hash": "80730317596364e0c2c5ac60321f0120ff53925e88ebaa1fcdcc477e31d43faf", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40040, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40042, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related and should stay separate. The clearest duplicates are the AutoTokenizer v5 regression reports and the ZeRO-3 loading IndexError reports; the rest are model- or subsystem-specific issues with similar symptoms but different root causes.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45920 is the broadest, most representative issue in the cluster: it describes the v5 AutoTokenizer regression across multiple model families and naturally subsumes the narrower Granite-only report (issue:45812).", + "summary": "This cluster is mostly a loose mix of unrelated Transformers regressions and compatibility bugs, but there are two clear duplicate-style pairs: the ZeRO-3 empty-indexing failures and the AutoTokenizer v5 token-ID regression reports. Most other items only share broad subsystems or symptom patterns, not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the better canonical issue because it captures the broader AutoTokenizer v5 regression across multiple model families, making it the best umbrella for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue representative because it captures a concrete, multi-model regression with clear impact and scope, making it a better canonical anchor than the narrower or more model-specific reports.", + "best_issue_reason": "issue:45812 is the strongest single report to anchor on because it is a concrete, high-signal description of the token-ID regression with a clear v4\u2192v5 change, even though issue:45920 is the broader umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different failures: corrupted Ovis2 checkpoint vs missing text encoder weights in Sam3Model." + "reason": "Different failures: checkpoint corruption vs missing weight loading in a different model family." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but one is torch 2.4.1/transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0; different code-paths." + "reason": "Both are compatibility complaints, but one is torch-version breakage and the other is a USE_DISTRIBUTED=0 support regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model-load failure for PaddleOCR-VL is unrelated to PyTorch build/distributed support breakage." + "reason": "vLLM PaddleOCR-VL loading failure is unrelated to the distributed build/runtime regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both are the same concrete ZeRO-3 loading IndexError class (`index 0`/size 0) during model init/load, so they plausibly share one fix." + "reason": "Both describe the same ZeRO-3 loading IndexError on size-0 tensors; only the affected model differs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different symptoms and subsystems: missing `sliding_window_pattern` in Gemma3 config with vLLM vs CUDA assert in Qwen3 auto device mapping." + "reason": "Gemma3 config attribute error and Qwen3 auto device-map CUDA assert are different code paths." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs mismatch; the other is stale CLI docs. Same area, but not the same bug." + "reason": "Both are docs problems, but they refer to different outdated API references and not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "A missing Float8 storage backend is a runtime/build issue, not the same as the distributed-support regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed build breakage." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU model failure vs table-question-answering crash; no shared underlying bug." + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated subsystems." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples docs." + "reason": "Detokenization bug and RAG docs update are different issues entirely." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy fallback issue and Qwen3-VL video StopIteration are different code paths." + "reason": "Liger Kernel cross-entropy routing and Qwen3 VL video token handling are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping forward mismatch and video apply_chat_template token/feature mismatch are different failures." + "reason": "Both involve Qwen3 variants, but one is a device-map forward mismatch and the other is a video chat-template/token-count mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is not the same as Gemma4 PLE device mismatch." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific bugs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint vs NVFP4 compatibility for DiffusionGemma; different root causes." + "reason": "Corrupted checkpoint and NVFP4 compatibility are not the same underlying failure." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure for NemotronH is unrelated to documentation examples." + "reason": "NemotronH loading failure is unrelated to RAG example documentation." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + "reason": "Remote-code model breakage is broader, but the concrete failure differs from the USE_DISTRIBUTED=0 regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader version of the same bug." + "reason": "Same v5 AutoTokenizer token-ID regression, just reported on different model sets." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and checkpoint-loading implementation failure are distinct issues." + "reason": "Checkpoint corruption and checkpoint loading failure are different issues with different root causes." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility is not the same as the torch/distributed compatibility regression." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs work." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "NVFP4 model runtime failure is unrelated to RAG documentation drift." + "reason": "bitsandbytes Int8Params incompatibility is a separate third-party API issue." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE-specific sliding_window issue." + "reason": "Both mention sliding-window behavior, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and ZeRO-3 size-0 loading error do not look like the same bug." + "reason": "Both are IndexError reports with ZeRO-3, but the error shapes and model contexts differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure is not the same as an Ovis2 checkpoint corruption report." + "reason": "GLM-4.7-Flash unit-test loading bug is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are separate regressions." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig breakage are different compatibility surfaces." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression and table QA crash are unrelated." + "reason": "Detokenization regression and table QA crash do not share a code path." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load/runtime failure is unrelated to the v5.4.0 pydantic model breakage." + "reason": "Whisper loading/run failure and pydantic model breakage are unrelated." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Both concern Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not enough evidence of one bug." + "reason": "ZeRO-3 IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different failures." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "ZeRO-3 index error during Bert loading is unrelated to torch 2.4.1/v5.8.0 compatibility." + "reason": "Qwen3.5 chat crash and streaming chat/completions failure are separate chat-path bugs." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error and YOLO multi-GPU device-map failure are different issues." + "reason": "Torch dynamo tracing on Mixtral and multi-GPU YOLO device-map auto are different execution paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 runtime failure is unrelated to table QA crash." + "reason": "Qwen NVFP4 runtime failure is unrelated to table QA crashing." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config/vLLM issue and Gemma4 device mismatch are different problems." + "reason": "Gemma3 config attr error and Gemma4 device-map mismatch are different model-specific regressions." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure for Qwen3.5-0.8B is unrelated to MPS histogram support on MoE ints." + "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and Gemma3 sliding-window config are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated import/config issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram not implemented are different MoE/runtime bugs." + "reason": "Mixtral grouped_mm tracing failure and MPS histogram Int failure are different backend bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve dtype/tracing on MoE models, but the concrete failures and code paths differ." + "reason": "Torch dynamo grouped_mm tracing error is not the same as the autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template node compilation error are unrelated." + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are different bugs." + "reason": "Mistral3 weight-tying bug and corrupted Ovis2 checkpoint are different model-loading problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure do not share the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the mask/index-size mismatch is not the same as the ZeRO-3 size-0 loading bug." + "reason": "Both mention indexing errors, but the reported tensor mismatch differs from the ZeRO-3 empty-dimension load failure." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code model_class config_class AttributeError are unrelated." + "reason": "Flash-attn2 fallback gating and remote-code config_class errors are separate issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx missing after v5 update is unrelated to the pydantic PretrainedConfig field regression." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device mismatch are different issues." + "reason": "Torch version incompatibility and Gemma4 device-map forward mismatch are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The canonical issue choice is well grounded: issue:45920 is clearly broader than issue:45812 and both describe the same AutoTokenizer v5 wrong-token-ID regression. The soft-edge calls are mostly conservative and stay within the evidence in the packet. The ZeRO-3 pair (41762/43596) is framed as plausible rather than certain, which is appropriately cautious." + "accept": false, + "feedback": "Mostly grounded, but not quite precise enough. The summary overstates that the AutoTokenizer v5 regression is the only strong duplicate-style overlap: the ZeRO-3 IndexError pair (issue:41762 / issue:43596) is also accepted and looks comparably close. Also, issue:45812 is a reasonable anchor, but issue:45920 is the broader AutoTokenizer v5 report, so the canonical-issue rationale is a bit shaky. The soft-edge verdicts are otherwise conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -904,15 +941,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 3, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:39186", "issue:40990", @@ -953,6 +990,7 @@ "issue:45759", "issue:45800", "issue:45902", + "issue:46165", "issue:46294", "issue:46463", "issue:46468", @@ -972,15 +1010,16 @@ "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:41093|issue:43596", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:46468|issue:46869", "issue:45759|issue:45902", + "issue:43596|issue:46165", "issue:46640|issue:46661", - "issue:39186|issue:44918", "issue:43716|issue:44918", + "issue:39186|issue:44918", "issue:40990|issue:44960", "issue:43645|issue:45399", "issue:45632|issue:45698", @@ -994,223 +1033,229 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "1fda5823aff3688061bbf42c929787cfe1c94044c1ee39f949ac3076fefda981", + "prepared_review_unit_hash": "b32d94adac83b967ab9162a447fbda36ec90b978b95334ff5d03172d1aa702d4", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. The strongest true duplicates are the Qwen video-input regression pair, the custom-module/cache-path loading pair, and the input-validation/XOR logic pair. The Mistral-3 image-preprocessor dtype mismatch should not be merged with the Qwen3.5 video regression; that pair is too different in model family and failure mode.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45005 is still the closest umbrella-like representative, but only loosely: it is the broadest regression-style node and sits near several tied-weights/model-behavior reports, while most other items remain unrelated.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The only plausible duplicate pair is the Qwen video-input regression around 44479/46294; the rest are distinct bugs across different models, loaders, validation paths, and regressions. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broadest concrete regression in the set and it plausibly subsumes the matching Qwen video-input failure reported in 46294.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best single anchor available for this noisy cluster, even though it only meaningfully covers a minority of the items.", + "best_issue_reason": "44479 is the strongest representative issue: it describes a broader Qwen video-input regression, while most other items are unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." + "reason": "Different targets: PaddleOCR-VL model loading in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization/OOM is a different failure mode from tied-weights handling on translation models." + "reason": "Both mention model/quantization behavior, but one is int4 OOM/memory accounting and the other is tied weights in translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/index errors, but the model context and likely code path differ; not enough evidence of the same bug." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding-unpacking failure." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." + "reason": "Different code paths: torch-dynamo grouped_mm tracing on Mixtral vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated problems." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling and pydantic PretrainedConfig breakage are distinct regressions." + "reason": "Different breakages: unexpected init_empty_weights argument vs pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic field regression." + "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing errors, but one is a mask-length mismatch and the other is a zero-sized index under deepspeed zero3/BERT; different underlying issues." + "reason": "Both are shape/index errors, but the affected paths and failure causes are different." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Reject: issue:43716 is a Mistral-3 image-preprocessor dtype mismatch, not the Qwen3.5 video-token/template regression described in issue:46294." + "reason": "Both involve version compatibility, but one is remote_code model breakage and the other is a torch 2.4.1/transformers 5.8.0 incompatibility." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are different root causes." + "reason": "Different modalities and symptoms: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a text-embedding quality regression and the other is incorrect AutoModel/pipeline output; no clear shared code path." + "reason": "Both concern SigLIP2 behavior, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline output; not clearly the same concrete bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen3.5/Qwen3.x video-input regression; 46294 looks like a specific manifestation of the broader 44479 bug." + "reason": "These describe the same Qwen video-input regression: 44479 is the broader regression, and 46294 is the concrete apply_chat_template video token/feature mismatch manifestation." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map auto failure are unrelated." + "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary embedding memory after to_empty are different bugs." + "reason": "Different model families and bugs: composite Qwen config unwrapping vs Qwen3.5 MoE rotary embedding materialization memory issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/Bert initialization index error is unrelated to the trust_remote_code resume/custom-module loading problem." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class AttributeError do not share the same concrete bug." + "reason": "Flash Attention 2 issue and remote-code model AttributeError are different failures." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension RuntimeError and Qwen3.5/TRL embedding unpacking failure are unrelated." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking under TRL are different bugs." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failures and model families; one is multimodal dtype mismatch, the other is SFT trainer input-embedding unpacking." + "reason": "FSDP weight dimensionality error and Qwen3.5 TRL embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." + "reason": "High perplexity on gpt-oss-20b is a distinct issue from the GLM5 report." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate issues." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both are custom-code/loading-path problems and plausibly the same cache-path/module-resolution bug affecting trust_remote_code/from_pretrained behavior." + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 image-text model issue and the other is a broader translation-model v5 regression; not the same concrete bug." + "reason": "Tied-weight regression in Mistral3ForConditionalGeneration is a different model/path than tied weights on translation models." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback blocking." + "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is a different code path from tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is not the same concrete bug as tied-weights handling." + "reason": "Quantization/offloading behavior is not the same bug as tied weights in translation models." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are not duplicates." + "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed transformers run command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "These are both minor text issues, but they are unrelated and do not describe the same change." + "reason": "These are unrelated documentation/cache-strategy typo reports." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied-weights regression." + "reason": "NemotronH checkpoint loading failure and tied-weight translation regressions are different problems." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both point to the same input_ids/inputs_embeds validation/XOR logic bug; 46463 looks like a model-specific instance of the broader validation-message issue." + "accept": false, + "reason": "Both are validation/error-message issues, but 45183 is about input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip behaviors; no shared concrete fix is evident." + "reason": "Different tokenizer regressions for different model families; no shared concrete code-path is evident." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: at least one accepted soft-edge verdict is not grounded in the packet. `issue:43716` is a Mistral-3 image-preprocessor dtype mismatch, not a Qwen3.5/Qwen3.x multimodal regression, so accepting it with `issue:46294` overstates the evidence. The cluster summary should stay more conservative about that pair; the rest of the summary is broadly plausible, but this incorrect acceptance is enough to reject." + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the one accepted soft-edge pair (44479/46294) is plausibly the same Qwen video-input regression without overclaiming. No PR-pair mergeability issue is present." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1218,15 +1263,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 4, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:24643", "issue:28530", @@ -1295,13 +1340,13 @@ "issue:43054|issue:43493", "issue:44910|issue:45859", "issue:42947|issue:44387", - "issue:45663|issue:45902", "issue:41553|issue:43881", + "issue:45663|issue:45902", "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:24643|issue:28530", "issue:42947|issue:43856", + "issue:24643|issue:28530", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", @@ -1310,20 +1355,20 @@ "issue:43782|issue:44960", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "64b40281bdd7edfce8dafab451f7febbed2c65e2e6c85b4bd20fe59434c63149", + "prepared_review_unit_hash": "1be9fcf6ef7a18006c41688245af158bd693191011d477909dcb9edcd5cc3f9a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37031, + "serialized_chars": 37029, "estimated_input_tokens": 9258, "estimated_eval_tokens": 18772 }, @@ -1332,204 +1377,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Hugging Face/Transformers bug reports. I only see a few true duplicate pairs: non-persistent buffer corruption, cache seq-length returning a tensor instead of an int, and the tokenizer regression affecting DeepSeek-Coder/related models.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43950 is the best canonical issue because it is the clearest, broadest report of a concrete Transformers 5.x regression and has the strongest duplicate-like overlap with another buffer-corruption report.", + "summary": "This cluster is mostly heterogeneous, but there are a few clear duplicate subgroups. The strongest one is the Transformers v5 non-persistent-buffer regression, with a second clear subgroup around StaticCache.get_seq_length() returning the wrong type, plus a smaller tokenizer-regression pair. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43950 is the clearest and broadest report of the non-persistent-buffer regression in Transformers 5.x, and it has the richest description of the underlying failure mode shared by nearby duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best global issue anchor: its title describes a specific regression, and it matches the most clearly duplicate neighboring report (44534) plus a closely related buffer-materialization report (45902).", + "best_issue_reason": "Issue 43950 is the best representative for the main duplicate cluster because it captures the core bug directly and broadly, while related reports are narrower manifestations of the same regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes; both involve tokenization/loading, but not the same concrete bug." + "reason": "Different failures: tokenizer detokenization regression vs a Qwen NVFP4 load/runtime error; no shared concrete code path." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated model-specific training bug vs invalid method call; no shared underlying code-path." + "reason": "Unrelated model/trainer unpacking issue vs an invalid-method call in GraniteMoEHybrid." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers 5.x regression about non-persistent buffers being filled/corrupted with junk." + "reason": "Same underlying regression: non-persistent buffers being populated with junk in Transformers 5.x." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization failure and the other is a model-quality discrepancy." + "reason": "Different problems: doc example errors/quantization mismatch vs quality degradation in text embeddings." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "AutoConfig remote-code field loss is a different bug from non-persistent buffer corruption." + "reason": "Both involve remote-code/config loading, but the reported failures are different and not clearly the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different trainer/API incompatibility and DeepSpeed loading crash; no same concrete fix." + "reason": "Different code paths: custom trainer loss signature mismatch vs DeepSpeed ZeRO-3 model loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage-related, but they are different compatibility failures and not the same bug." + "reason": "Unrelated bitsandbytes incompatibility vs missing Float8 storage type error." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different symptoms; not the same code-path problem." + "reason": "Different Qwen/Phi runtime issues; one is an autocast dtype mismatch, the other is a position_ids/SDPA-induced training instability." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying cache API bug: get_seq_length() returns a tensor instead of an int, with 46858 being a backend-specific manifestation." + "reason": "Same bug: StaticCache.get_seq_length() returns a tensor instead of an int, breaking downstream arithmetic." }, { "left": "issue:45920", "right": "issue:46489", "accept": true, - "reason": "Both describe the v5 tokenizer regression producing wrong tokenization/IDs, with 46489 being a model-specific gap in the broader issue." + "reason": "Same tokenizer regression family; 46489 explicitly describes a gap in the broader v5 tokenizer fix covered by 45920." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Tokenizer-version change is not the same as SigLIP2 embedding quality regression." + "reason": "Both mention tokenization/model quality, but they are different symptoms and not the same concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are different concrete problems." + "reason": "Different SigLIP2 issues: zero probabilities vs poorer embeddings; no evidence of one underlying defect." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Both point to non-persistent buffer materialization corruption/uninitialized values in Transformers 5.x; 45902 is a specific instance of the same regression class." + "reason": "Same underlying non-persistent-buffer materialization bug, surfaced through a specific inv_freq buffer after meta->to_empty(cuda)." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "Different failures: bad tokenizer error message vs missing all_tied_weights_keys attribute." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 embedding quality issue vs HF/JAX implementation discrepancy; related topic but not the same bug." + "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF/JAX implementation discrepancy; not the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but FlashAttention packed-sequence misinterpretation and CPU-offload incompatibility are different issues." + "reason": "Both are Qwen3.5-related, but one is FlashAttention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." + "reason": "Different performance regressions: LoRA gradient checkpointing behavior vs int4 quantization memory growth." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Gemma4 FSDP2 KeyError is unrelated to the Qwen3_5Moe buffer initialization bug." + "reason": "Different model-loading failures with no shared concrete failure path." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Different model import/loading failures; no same underlying bug." + "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states bug vs non-persistent-buffer initialization corruption." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy loading messages, the other is an actual model-loading failure." + "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer/detokenization bug is unrelated to a flash_attn import error on Python 3.13." + "reason": "Different problems: tokenizer output mismatch vs import-time flash_attn lookup error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is noise and the other is a load failure for a different model." + "reason": "Noise/logging complaint vs inability to load a specific model; unrelated." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error is unrelated to early stopping metric selection." + "reason": "Different memory-related issues in different model/training contexts; no shared concrete bug." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Gradient checkpointing inefficiency and MoE memory usage are different performance issues." + "reason": "Unrelated training/DeepSpeed error vs early stopping metric handling." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code field loss may be related in theme, but the reports describe different concrete failures and are too broad to merge." + "reason": "Both involve remote_code, but one is missing fields in AutoConfig output and the other is a broader compatibility regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different loading/configuration failures." + "reason": "Different model-loading/runtime failures with no shared code path." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure vs FlashAttention2 fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a model class and a bitsandbytes parameter incompatibility are unrelated." + "reason": "Import/export model symbol issue vs bitsandbytes parameter constructor incompatibility." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model load-time bugs with different failure signatures." + "reason": "Different model classes and different failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different error classes; not the same bug." + "reason": "Different model families and failure modes; not the same bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue is unrelated to Gemma4 device-mismatch during forward." + "reason": "Different device/backends issues: MPS histogram support vs device mismatch in Gemma4 PLE." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative: the three accepted soft pairs are plausible duplicates, the rejected pairs are appropriately cautious, and the summary does not overclaim beyond the titles/evidence available. Canonical choice of issue:43950 is defensible as the clearest anchor for the non-persistent-buffer regression." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are well supported by the issue titles/descriptions: the non-persistent-buffer regression cluster (43950/44534/45902), the StaticCache get_seq_length type bug (45987/46858), and the tokenizer regression family (45920/46489). The rejected pairs are also generally conservative given the differing failure modes. No PR-pair mergeability issues apply because there are no PRs in the packet." }, "evaluator_used": true, "retried": false, @@ -1540,15 +1585,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 5, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:24643", "issue:30064", @@ -1558,7 +1603,6 @@ "issue:42491", "issue:42947", "issue:43257", - "issue:43366", "issue:43404", "issue:43792", "issue:43827", @@ -1596,7 +1640,9 @@ "issue:46402", "issue:46489", "issue:46661", - "issue:46869" + "issue:46869", + "issue:46894", + "issue:46897" ], "soft_pairs": [ "issue:45081|issue:45399", @@ -1605,12 +1651,13 @@ "issue:42491|issue:44368", "issue:43828|issue:45823", "issue:45020|issue:45356", + "issue:46894|issue:46897", "issue:45715|issue:46315", "issue:43827|issue:44509", "issue:45488|issue:46489", "issue:43872|issue:46869", - "issue:45759|issue:46661", "issue:43404|issue:43950", + "issue:45759|issue:46661", "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", @@ -1626,217 +1673,216 @@ "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:44530|issue:44863", - "issue:44863|issue:46402", - "issue:43366|issue:43828" + "issue:44863|issue:46402" ], - "prepared_review_unit_hash": "d04e26f502d9f3fc368e3cb676a7326f95191215bfc782dccc3e4037c3c09e92", + "prepared_review_unit_hash": "4f77b723e74d269ba070237e8dfc36291eb5742a471a0cded8c680dc02e74b8a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36500, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 37084, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers issues, with a recurring theme of v5-era loading/tokenizer/model-compatibility regressions (remote code, DeepSpeed, Qwen, tokenizer behavior, docs cleanup). Only a small number of soft pairs look like true duplicates; most are related at the subsystem level but not the same concrete bug.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions breaking model loading, especially for remote_code models.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. I only see a few true duplicate pairs: two docs cleanups about removed v5 pipeline tasks, two reports of the same `_is_hf_initialized` / `Int8Params.__new__` loading error, and two reports of the same mask-shape `IndexError`.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45020 is the best single representative because it is the broadest and most central of the model-loading / tokenizer-regression reports, and several other nearby items are in that same general area. It is not a perfect duplicate of the whole cluster, but it is the strongest canonical issue candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most central and reusable issue to anchor this cluster, since it captures the widest shared regression pattern among the loading-related reports.", + "best_issue_reason": "Issue #45020 has the strongest cluster-wide fit: it describes a broad regression affecting recent Transformers releases and remote-code model loading, which is the most central theme among the candidates. The other issues are mostly narrower, model-specific regressions or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bugs: tokenizer regex patch crash vs flash-attention fallback gating/check ordering." + "reason": "Different failure modes: tokenizer regex crash vs flash-attn fallback gating. Same ecosystem, but not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are v5 regressions, but one is remote_code loading and the other is a Gemma4 PLE device_map forward mismatch." + "reason": "One is a broad remote-code regression, the other is a Gemma4 PLE device-map mismatch; different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different concrete failures: `add-new-model-like` handling of tokenizer mappings vs a broad remote_code loading regression." + "reason": "`add-new-model-like` / `TOKENIZER_MAPPING_NAMES` is a different tokenizer-registration bug from remote-code loading regressions." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related to Qwen/LoRA, but one is cross-version LoRA compatibility and the other is a gradient-checkpointing warning/config issue." + "reason": "LoRA compatibility breakage and a tie-word-embeddings warning are related only by theme, not by the same defect." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime problems: autocast dtype mismatch vs device placement mismatch." + "reason": "Both are dtype/device issues, but they affect different models and different mechanisms (`autocast` vs `device_map='auto'`)." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer/model regressions, but they affect different tokenizer code paths and different concrete failures." + "reason": "Tokenizer regression for Kimi-K2.5 is distinct from the broader remote-code breakage in #45020." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Both mention a double-shift pattern, but they are separate model reports with no clear evidence of the same exact code-path bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and are not the same bug." + "reason": "These are opposite-direction tokenizer performance regressions (`convert_ids_to_tokens` vs `convert_tokens_to_ids`), not the same issue." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same documentation cleanup for v5 pipeline removals; both describe outdated docs still referencing removed pipeline tasks." + "reason": "Both report the same docs regression: v5 removed pipeline tasks, but the docs still mention summarization/translation pipeline usage." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions for different model families and causes; too broad to treat as one bug." + "reason": "Both are tokenizer-output regressions, but they involve different model families and different underlying tokenizer changes." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unrelated failures: bitsandbytes `_is_hf_initialized` incompatibility vs YOLO multi-GPU device_map auto loading." + "reason": "Bitsandbytes `Int8Params` incompatibility is unrelated to YOLO multi-GPU device-map failures." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both are AutoModel loader issues, but one is `from_config` text_config unwrapping and the other is a remote-code `config_class` AttributeError." + "reason": "`lm_head` tying and non-persistent buffer corruption are different model-state loading bugs." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Different problems: untied lm_head weights vs silent corruption of non-persistent buffers on load." + "reason": "Both concern model/config loading, but one is `from_config` unwrapping and the other is remote-code `config_class` lookup; not the same bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` loading regression: both report a TypeError from the new kwarg during model/parameter initialization." + "reason": "These describe the same `_is_hf_initialized` / `Int8Params.__new__` TypeError during model loading with `init_empty_weights`/bitsandbytes." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "`46661` is a specific remote-code AttributeError, but it is not clearly the same concrete bug as the broader remote_code regression in `45020`." + "reason": "Remote-code breakage and missing `config_class` are related only broadly; the failure points differ." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "`43792` is a broad Whisper load/run failure; `44220` is a specific `_torch_extract_fbank_features()` issue, not clearly the same bug." + "reason": "Whisper failing to run may involve feature extraction, but the evidence is too thin to treat this as the same bug as `_torch_extract_fbank_features`." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading issues for different models; one is a bad error message, the other is a hard tokenizer load failure." + "reason": "Different tokenizer-loading failures on different models; one is an error-message issue, the other is a hard failure." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing weight conversion on load and the other is gradient averaging behavior under GAS." + "reason": "DeepSpeed ZeRO-3 weight loading and gradient averaging are distinct problems in different stages of training." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA ineffective checkpointing and the other is a missing support flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different error classes and code paths: custom trainer loss signature vs mask/tensor shape mismatch." + "reason": "`compute_loss` signature mismatch and mask/tensor shape mismatch are unrelated runtime errors." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; not the same underlying bug." + "reason": "Different model-loading failures for different architectures; no shared code-path bug is evident." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen DeepSpeed ZeRO-3 load failures, but the model families and failure modes differ enough that this is not clearly one bug." + "reason": "Both mention Qwen3 / ZeRO-3 weight loading, but the reported failures are not specific enough to confirm a single duplicate bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model loading reports, but the affected models and failure modes are different." + "reason": "Both are tokenizer/model-loading reports, but they concern different models and different symptoms." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime issues: RLHF gradient explosion vs flash_attention attribute crash on sink-less models." + "reason": "Catastrophic RLHF NaNs from position-id / SDPA behavior is unrelated to a flash-attention `s_aux=None` crash." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error shape family, but the reported contexts are distinct enough that this is not confidently the same bug." + "accept": true, + "reason": "Same `IndexError` family with a mask length not matching the indexed tensor length; these look like duplicate reports of the same bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "`44560` is a specific Qwen3-VL video `StopIteration` manifestation of the broader v5 video-input regression described in `44479`." + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and error modes (`StopIteration` vs broader video-input regression)." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight-shape error vs image processor void-segmentation handling." + "reason": "Training with DeepSpeed and void-segmentation-map preprocessing are unrelated issues." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different issues in different model families: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache `linear_attention` failure and NemotronH checkpoint loading are different subsystems and different bugs." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures for unrelated architectures." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss support vs autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Two separate checkpoint-loading failures for different models; no clear same underlying defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary stays grounded in the packet: it identifies a broad v5-era loading/tokenizer/model-compatibility theme without overclaiming exact duplicates. The accepted soft pairs are conservative and well supported, and the rejected pairs are phrased cautiously rather than as strong duplicates." + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs are well-supported by the titles and issue descriptions: the docs pipeline cleanup pair, the `_is_hf_initialized` / `Int8Params.__new__` loading error pair, and the mask-shape `IndexError` pair. The rejected pairs are also framed cautiously without overstating duplicate evidence. The canonical issue choice is reasonable for this noisy cluster." }, "evaluator_used": true, "retried": false, @@ -1847,20 +1893,19 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 6, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36010", "issue:38175", "issue:39692", - "issue:41720", "issue:42491", "issue:42617", "issue:42915", @@ -1877,6 +1922,7 @@ "issue:43716", "issue:43720", "issue:43824", + "issue:43828", "issue:43950", "issue:43957", "issue:43994", @@ -1892,10 +1938,10 @@ "issue:44910", "issue:44918", "issue:45030", - "issue:45276", "issue:45325", "issue:45584", "issue:45663", + "issue:45672", "issue:45685", "issue:45812", "issue:45823", @@ -1903,9 +1949,11 @@ "issue:45902", "issue:46489", "issue:46515", - "issue:46858" + "issue:46858", + "issue:46899" ], "soft_pairs": [ + "issue:43366|issue:43828", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:43531", @@ -1919,8 +1967,8 @@ "issue:44910|issue:46858", "issue:43716|issue:44560", "issue:43645|issue:43646", - "issue:44560|issue:45685", "issue:43550|issue:44910", + "issue:44560|issue:45685", "issue:42617|issue:43366", "issue:44683|issue:46515", "issue:44560|issue:44918", @@ -1930,6 +1978,7 @@ "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:44560|issue:44805", + "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:44877|issue:45030", "issue:43638|issue:44661", @@ -1938,261 +1987,234 @@ "issue:44661|issue:44805", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", - "issue:42491|issue:45276", - "issue:41720|issue:42915", - "issue:42915|issue:44756" + "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "8d5ec1fa793b4dfadeec160003cbcb7580c1e565455f2a7c0f0d151d42e11b73", + "prepared_review_unit_hash": "cd34126b14ce4f63f0c414bf3bd09627141e56e0215e3ab44137fa735c8d060a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 38017, - "estimated_input_tokens": 9505, - "estimated_eval_tokens": 19266 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket around Transformers v5 regressions, model loading/initialization, and model-specific inference bugs. Only a few pairs are true duplicates; most are related only at the subsystem or version level.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43646 is the broadest and most representative Transformers v5 regression here: it captures the generic custom-model initialization breakage, and it subsumes the narrower notebook-specific report in 43645.", + "summary": "This set is not one single duplicate cluster; it splits into several small, unrelated bug groups. The strongest accepted duplicate groups are SigLIP2 wrong-output reports, the Transformers v5 non-persistent-buffer regression, the Gemma4 4-bit multimodal dtype-cast regression, and the custom-model init regression.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 38175 is the best anchor among the provided items because it sits in the strongest duplicate mini-cluster (with 43994 and 39692) and captures a concrete, reproducible SigLIP2 wrong-output failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is the most general, least environment-specific duplicate theme among the issues present.", + "best_issue_reason": "Issue 38175 is the most representative issue in this set because it has the clearest duplicate linkage and a model-specific symptom that matches the shared root cause across the accepted SigLIP2 reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different failures and different model families: GGUF architecture support vs a Phi-tiny-MoE dtype mismatch." + }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different bugs: a Deepspeed/Bert zero-shard index error versus a general torch version incompatibility." + "reason": "A Deepspeed ZeRO-3 BertModel index error is not the same bug as a torch 2.4.1 compatibility issue." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen-related, but they describe different failures and code paths: rope/temporal position scaling vs uninitialized memory after meta-to-empty materialization." + "reason": "These are different code paths and models: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding memory materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different requests: GGUF support for gpt-oss versus a sliding_window bug in Qwen3-MoE." + "reason": "Unrelated problems: gpt-oss GGUF support vs a Qwen3-MoE sliding_window bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but distinct failures: per-layer shared_kv_states rebuild in FSDP2 versus a device_map='auto' forward device mismatch." + "reason": "Same model family, but different concrete bugs: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A Deepspeed/Bert zero3 index error is not the same as a torch 2.4.1 compatibility issue." + "reason": "Different underlying issues: ZeRO-3/BertModel indexing vs general torch version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: track-to-track embedding leakage versus empty-transcription handling after align_special_tokens." + "reason": "Different models and failure modes: AudioFlamingo token/embedding leakage vs Whisper empty-transcription handling." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF architecture support request versus a Float8 storage/runtime TypeError." + "reason": "GGUF architecture support and a Float8 storage lookup error are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import/export symbol issue is not the same as meta-device loading breaking some models." + "reason": "Importing a missing class and meta-device loading regressions are different problems." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and a Kosmos2.5 long-input index error are different concrete bugs." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failure modes and subsystems: Qwen3-MoE FP8 config versus meta-device model loading." + "reason": "Qwen3-MoE FP8 config failure and meta-device loading issues do not share the same code path." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache mechanics, but the concrete bugs differ: packed-sequence misinterpretation on Qwen3.5 versus device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "These are different attention/cache bugs: Qwen3.5 flash-attn position_ids misinterpretation vs static-cache seq_length arithmetic." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal problems: image preprocessor dtype mismatch versus video input StopIteration." + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are not the same bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers v5 custom model initialization regression; 43645 is just the notebook-specific framing of 43646." + "reason": "Both report the same Transformers v5 custom-model initialization regression; one is a notebook-specific manifestation." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Unrelated: Qwen3-vl video inference StopIteration versus an MPS histogram op missing for Int." + "reason": "Different model/code-path failures: Bamba torch.compile SDPA vs Qwen3.5 flash-attention packed-position handling." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Different model/code-path failures: Bamba SDPA torch.compile crash versus Qwen3.5 flash-attention illegal memory access from 3D position_ids handling." + "reason": "A video-processing StopIteration and an MPS Int histogram failure are unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A runtime failure running 3d_parallel.py is not the same as GGUF gpt-oss support." + "reason": "A script execution problem is not the same as GGUF support for gpt-oss." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version problems in different contexts; not the same underlying bug." + "reason": "Different torch-version issues: flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5/Qwen3-vl issues: video StopIteration versus TRL SFT embedding unpacking." + "reason": "These are different Qwen3-related failures and not the same concrete bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to a Qwen3-MoE FineGrainedFP8Config failure." + "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; too broad to treat as duplicates." + "reason": "Both are tokenizer regressions, but they target different model families and are described as separate failures." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch during forward is not the same as a general torch version incompatibility report." + "reason": "Gemma4 device placement mismatch is not the same issue as a torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "A tokenizer-mapping registration bug is unrelated to a Gemma4 PLE device mismatch during forward." + "reason": "Tokenizer-mapping logic and Gemma4 forward device mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base-patch16-224 wrong-output bug, described with different symptoms (zero probabilities vs nonsensical outputs) on the same model/processor path." + "reason": "Same SigLIP2 model and same wrong-output symptom family; both point to the same underlying model/processor mismatch regression." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: video StopIteration versus a mask/tensor shape mismatch." + "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different bugs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 4-bit multimodal quantization/dtype-cast failure affecting audio/vision modules." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` handling versus a Kosmos2.5 long-input index error." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation issues affecting different models." + "reason": "Both involve stricter config validation, but they are different models and do not look like the same concrete bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "A Deepspeed zero3 Bert loading bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43596", - "right": "issue:44805", - "accept": false, - "reason": "Different error sites and causes: zero3/Bert initialization versus mask-index shape mismatch." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "Different subsystems and bugs: Qwen3-MoE LoRA compatibility across hf4.x/hf5.x versus BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping registration failure and a mask-shape IndexError are not the same bug." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "Different loading/placement problems: dequantized model offload failure versus mmap-induced OOM on Strix Halo." + "reason": "ZeRO-3/Bert index errors and add-new-model-like tokenizer mapping failures are unrelated." }, { "left": "issue:38175", "right": "issue:39692", - "accept": false, - "reason": "Related SigLIP2 surface area, but 39692 is a broader docs-example issue with multiple errors, not the same concrete failure as the zero-probability symptom in 38175." + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 family and same underlying model/processor mismatch, with 39692 describing a documentation manifestation." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent buffer corruption regression; the titles are effectively the same bug phrased differently." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Different model-specific regressions: Qwen3_MoE LoRA compatibility versus Gemma4 resize_token_embeddings not updating tied structures." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Different Qwen3-family failures with different triggers: auto device mapping cudaErrorAssert versus FineGrainedFP8Config." + "reason": "These are the same Transformers v5 regression: non-persistent buffers are being filled/corrupted with junk during loading." }, { - "left": "issue:42915", + "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Unrelated: Qwen3-MoE FP8 failure versus Strix Halo mmap OOM." + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it identifies a loose similarity bucket rather than claiming broad duplication. The accepted pairs are well-supported by the titles/descriptions (43645\u219443646, 38175\u219443994, 43644\u219444534), and the rejected soft edges are generally cautious and consistent with the evidence. No obvious overstatement or mergeability problem stands out." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are plausible duplicate matches by title and symptom, and the rejected pairs are appropriately separated by model family or failure mode. No obvious evidence overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -2203,19 +2225,20 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 7, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:39692", "issue:41720", "issue:42491", + "issue:42915", "issue:43257", "issue:43425", "issue:43644", @@ -2236,6 +2259,7 @@ "issue:44402", "issue:44451", "issue:44488", + "issue:44756", "issue:44863", "issue:44910", "issue:44960", @@ -2251,8 +2275,6 @@ "issue:45488", "issue:45507", "issue:45588", - "issue:45663", - "issue:45759", "issue:45812", "issue:46050", "issue:46459", @@ -2262,6 +2284,9 @@ "issue:46846" ], "soft_pairs": [ + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:44960|issue:44977", "issue:46459|issue:46512", @@ -2270,13 +2295,13 @@ "issue:45507|issue:46468", "issue:44488|issue:44991", "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:42491|issue:45292", + "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43856|issue:44387", - "issue:43854|issue:43931", "issue:43708|issue:44075", + "issue:43854|issue:43931", "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:45488|issue:45812", @@ -2288,211 +2313,222 @@ "issue:39692|issue:44960", "issue:43425|issue:43957", "issue:41720|issue:44155", - "issue:44079|issue:46829", - "issue:45663|issue:45759" + "issue:44079|issue:46829" ], - "prepared_review_unit_hash": "594d7d68bce83df13f9a4bff14adb5ff210b2a1528547d53cabd445a8bf191d4", + "prepared_review_unit_hash": "1fe36132354a823425f115c573adac9d7bbcdecdbf8b83049506d31ef51c37e8", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35686, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "soft_pair_count": 30, + "serialized_chars": 36123, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model-loading, quantization, training, and tokenizer regressions. The only pair that looks like a true duplicate is the Gemma/T5Gemma resize_token_embeddings regression, so I anchor on the broader Gemma4 report.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45276 is the broader and clearer statement of the resize_token_embeddings propagation bug, covering multiple affected embeddings rather than a single internal field.", + "summary": "Mostly a mixed cluster of unrelated issue reports. The only clear duplicate families are v5 loading/tokenizer regressions across BERT-like checkpoints, and a resize_token_embeddings propagation bug across Gemma4/T5Gemma variants.", + "confidence": 0.64, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best representative issue: it is the most general of the near-duplicate pair and describes the underlying embedding-resize failure more completely.", + "best_issue_reason": "issue:44488 is the best representative of the largest coherent subcluster: several reports describe v5 failing to load BERT-like checkpoints/tokenizers across different repos, and this issue is broad enough to anchor that regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: LoRA compatibility on Qwen3-MoE vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes and model paths: auto device mapping cuda assert vs FineGrainedFP8Config on Qwen3-MoE." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: FP8 config failure vs mmap-related OOM on Strix Halo." + }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Same general symptom class, but different models and no clear evidence they share the exact loading bug." + "accept": true, + "reason": "Both report the current/latest version failing to load BERT-like checkpoints; likely the same v5 loading regression." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different failure modes; too little to treat as one bug." + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "These are related to dtype handling, but one is from_pretrained ignoring dtype and the other is from_config leaving config stale." + "reason": "Related to dtype handling, but one is ignored on loading composite checkpoints and the other leaves config.dtype stale after from_config; not the same bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different model families and different code paths: checkpoint loading vs TP plan gaps." + "reason": "Different models and code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is a ZeRO-3 load failure, the other is a save_pretrained key serialization regression." + "reason": "Both involve Qwen3.5, but one is ZeRO-3 load failure and the other is save_pretrained key regression; not the same underlying defect." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and unrelated bugs; same broad subsystem only." + "reason": "Completely different reports: GraniteMoEHybrid invalid method vs Nemotron example breakage." }, { "left": "issue:44488", "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/load regressions, but the models and likely root causes differ." + "accept": true, + "reason": "Both point to a v5 tokenizer/model-loading regression on specific BERT-style repos; same underlying load failure family." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Unrelated issues: non-persistent buffer initialization vs Jupyter custom model initialization." + "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffer initialization and the other is notebook/custom-model init behavior." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an actual inference quality issue." + "reason": "Different failures: Qwen3-MoE LoRA compatibility vs resize_token_embeddings not affecting output_embeddings." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different topics: LoRA compatibility across versions vs resize_token_embeddings not updating outputs." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is incorrect inference results with AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "Different model families and bugs: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load issue." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency is not the same as quantization/offloading behavior." + "reason": "Different topics: Qwen3 MoE training memory inefficiency vs quantization offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory OOM." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Separate model-loading failures with different symptoms and likely causes." + "reason": "Trainer checkpoint-resume step math is unrelated to SGD optimizer arguments being ignored." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Checkpoint-resume step math bug is unrelated to optimizer arguments being ignored." + "reason": "Different model-loading failures with different causes: GLM-4.7-Flash unit test loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different bug classes; the LoRA version issue is not the same as embedding resize propagation." + "reason": "Different bugs: Qwen3-MoE LoRA compatibility vs T5Gemma resize_token_embeddings propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and different behaviors; no shared concrete bug." + "reason": "Different problems: GLM5 vs quantized model save/load with sinq." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different failure mechanisms." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components and symptoms: chat generation crash vs processor attribute error in serve." + "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug across related Gemma-family composite models; the PR fix could plausibly cover both." + "reason": "Same underlying resize_token_embeddings regression: model-specific embedding/output modules are not updated after resizing." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + "reason": "Related to loading/saving, but extra_state handling and unexpected _is_hf_initialized are separate bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the triggers and root causes differ." + "reason": "Different flash-attention failures: packed-sequence misinterpretation vs s_aux=None crash on sink-less models." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs model-loading failure are not the same issue." + "reason": "Different issue classes: tokenizer vocab-size mismatch vs model/tokenizer loading regression." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely unrelated: SigLIP2 docs bug vs GLM5 issue." + "reason": "Unrelated: SigLIP2 docs example errors vs GLM5 model issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Generic Torch 2.10 incompatibility is not the same as meta-device loading breakage." + "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and different runtime failures; no shared code-path bug." + "reason": "Different model-specific bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leakage." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve output objects, but the generic key assignment bug is not the same as the VideoPrism output field mix-up." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "FSDP2 KeyError in Gemma4 attention is unrelated to from_config text_config unwrapping in Qwen multimodal configs." + "reason": "Different output/model classes: ModelOutput key assignment bug vs VideoPrism hidden_states return bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only clearly duplicate-looking pair is issue:45276 / issue:45335, and choosing issue:45276 as the broader canonical representative is supported by the titles. The other soft-edge rejections are appropriately cautious and do not overclaim shared root cause." + "feedback": "Grounded and conservative overall. The two accepted duplicate families are supported by the packet: 44451/44488/44991 form a plausible v5 loading/tokenizer regression cluster, and 45276/45335 clearly share the resize_token_embeddings propagation bug. The rejected pairs mostly stay appropriately separated by model, component, or failure mode." }, "evaluator_used": true, "retried": false, @@ -2503,15 +2539,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 8, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36010", "issue:39404", @@ -2522,7 +2558,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43611", "issue:43645", "issue:43646", "issue:43708", @@ -2554,6 +2589,7 @@ "issue:45698", "issue:45701", "issue:45704", + "issue:45759", "issue:45812", "issue:45823", "issue:45859", @@ -2563,6 +2599,7 @@ "issue:46491" ], "soft_pairs": [ + "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:42947|issue:45704", @@ -2573,8 +2610,8 @@ "issue:44387|issue:44756", "issue:42947|issue:43381", "issue:44155|issue:45823", - "issue:43335|issue:45663", "issue:43957|issue:44756", + "issue:43335|issue:45663", "issue:45276|issue:45292", "issue:44863|issue:46468", "issue:44479|issue:44877", @@ -2586,242 +2623,241 @@ "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:43646|issue:43708", "issue:43828|issue:43957", + "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:44589|issue:44756", "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", - "issue:39404|issue:45701", - "issue:43611|issue:43645" + "issue:39404|issue:45701" ], - "prepared_review_unit_hash": "5f27adff344257e197880e2efccc38fd622ae4d198b8d15315e8cac3acbbdfa9", + "prepared_review_unit_hash": "b4fcd2f16b23d6a66fea38cee914616bc91a82669850364a764fbf42296a752e", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37385, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated transformer regressions across loading, tokenization, quantization, and model-specific forward bugs. The only clear duplicate family is the `resize_token_embeddings` embedding-propagation regression affecting closely related model variants.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the cleanest umbrella report for the `resize_token_embeddings` regression: it states the core symptom without overfitting to one model variant and overlaps directly with the Gemma4 and t5gemma reports.", + "summary": "This cluster is mostly heterogeneous and contains many unrelated bugs. The only clear duplicate family is the resize_token_embeddings regression around output/decoder embeddings (Gemma4 / T5Gemma / generic output_embeddings reports).", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45292 is the broadest, most central report in the resize_token_embeddings family; it best represents the shared embedding-resize regression that also shows up in the Gemma4 and T5Gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best global issue candidate because it describes the underlying API break in a concise, model-agnostic way and can represent the duplicate family cleanly.", + "best_issue_reason": "Issue 45292 is the best overall issue representative only because it captures the common resize_token_embeddings symptom most directly; otherwise the cluster is too diverse to have a strong single canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model areas and failures: FSDP2 shared_kv_states KeyError vs AutoModelForCausalLM config unwrapping." + }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are different model families with distinct failure reports; not clearly the same concrete bug path." + "reason": "Both are lm_head tie-weight problems, but they affect different model families and likely different code paths." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/offload related, but one is an offloading failure and the other is int4 CUDA reserved-memory OOM; different issues." + "reason": "Both mention quantization/offloading and OOM, but one is offloading behavior and the other is reserved-memory growth; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA is unrelated to the T5 RMSNorm memory leak report." + "reason": "Unrelated problems: gradient checkpointing with LoRA vs T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Init-empty-weights argument handling and Strix Halo mmap OOM are separate bugs." + "reason": "Different subsystems: init_empty_weights/_is_hf_initialized loading error vs mmap-related OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument is a model-loading API issue; MXFP4 fallback is a quantization/config issue." + "reason": "Different failures: init_empty_weights TypeError vs MXFP4 quantization falling back to bf16." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper `return_language` pipeline behavior are unrelated." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 shared KV state rebuilding and Qwen3_5Moe CPU-offload incompatibility are different code paths." + "reason": "Gemma4 FSDP2 attention state bug and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM and disabling mmap on Strix Halo are not the same bug." + "reason": "int4 quantization OOM and disabling mmap on Strix Halo are different causes and code paths." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + "reason": "Different gradient-checkpointing complaints: ineffective with LoRA vs disallowed in eval mode." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are unrelated forward-pass bugs." + "reason": "AudioFlamingo3 batched inference leak and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state rebuild are different implementation defects." + "reason": "Meta-device model loading breakage vs mmap/OOM mitigation; no shared concrete bug." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are not the same underlying problem." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report the same `resize_token_embeddings` propagation bug; 45292 is the broader wording of the shared failure." + "reason": "Same underlying resize_token_embeddings regression: both report that model embeddings/output embeddings are not updated correctly." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the broken official example are related at a high level but not clearly the same concrete bug." + "reason": "NemotronH checkpoint loading and the official Nemotron example failing are not clearly the same bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict Granite speech config loading are separate model-family issues." + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position IDs are different failures." + "reason": "Eval-mode gradient-checkpointing limitation is unrelated to RLHF NaN explosions from Qwen3.5 position IDs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling and mmap-related OOM are unrelated." + "reason": "extra_state save/from_pretrained handling and Strix Halo mmap OOM are separate problems." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions and wrong module resolution after save/load are distinct save_pretrained/from_pretrained bugs." + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong-module loading after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP2 state rebuilding are unrelated." + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." + "reason": "Both touch tokenizer behavior, but BPE marker handling and continue_final_message are different concrete bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 checkpoint saving are different model/regression reports." + "reason": "Model-loading test failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression do not share the same root cause." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both are the same `resize_token_embeddings` bug family, just surfaced through different embedding attributes in related models." + "reason": "Same resize_token_embeddings family: one report is generic output_embeddings, the other is the T5Gemma decoder.embed_tokens symptom." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not clearly the same issue." + "reason": "Both are token/vocab-related, but one is out-of-vocab pad/unk tokens and the other is a model loading failure." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer checkpoint-resume max_steps are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading breakage." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different problems." + "reason": "Custom model initialization in notebooks and Trainer max_steps calculation on resume are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load handling do not share the same code-path bug." + "reason": "Custom-model notebook initialization and extra_state save/from_pretrained handling are different bugs." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are not the same concrete issue." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Slow `convert_tokens_to_ids` and CodeLlama leading-space regression are separate tokenizer regressions." + "reason": "Tokenizer performance regression and leading-space round-trip correctness regression are different behaviors." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow conversion for many added tokens are different tokenizer problems." + "reason": "Granite token IDs regression and convert_tokens_to_ids slowness are unrelated tokenizer bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` and a general tokenization version regression are not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are different custom-model regressions." + "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted duplicate family is the resize_token_embeddings regression across closely related Gemma4/t5gemma reports, which is supported by the issue titles and high similarity. The other soft-edge rejections are appropriately cautious and do not overclaim sameness." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pairs are the resize_token_embeddings variants, which are strongly supported by the titles and similarity scores. The rejected pairs are generally framed cautiously and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -2832,20 +2868,19 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 9, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36032", "issue:39404", "issue:42796", - "issue:42915", "issue:43299", "issue:43404", "issue:43425", @@ -2853,6 +2888,7 @@ "issue:43596", "issue:43611", "issue:43644", + "issue:43645", "issue:43716", "issue:43856", "issue:43901", @@ -2870,7 +2906,6 @@ "issue:44589", "issue:44671", "issue:44683", - "issue:44737", "issue:44756", "issue:44805", "issue:44898", @@ -2879,28 +2914,30 @@ "issue:44991", "issue:45081", "issue:45084", + "issue:45479", "issue:45759", "issue:45823", - "issue:45859", "issue:46050", - "issue:46285", "issue:46326", - "issue:46402", "issue:46489", "issue:46665", "issue:46821", - "issue:46869" + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899" ], "soft_pairs": [ - "issue:44530|issue:45084", "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43611|issue:43645", "issue:44683|issue:45823", "issue:43425|issue:46869", "issue:43425|issue:43716", "issue:43425|issue:45823", "issue:43906|issue:44530", - "issue:44479|issue:44805", "issue:43901|issue:44509", + "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:44671|issue:44991", "issue:43994|issue:44079", @@ -2911,247 +2948,233 @@ "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:43299|issue:43931", + "issue:45479|issue:46894", "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46897", "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44164|issue:46821", "issue:44488|issue:45081", - "issue:43611|issue:43644", "issue:44488|issue:44987", + "issue:43611|issue:43644", "issue:44462|issue:46489", - "issue:42796|issue:43404", - "issue:46285|issue:46402", - "issue:36032|issue:42915", - "issue:39404|issue:44671", - "issue:43716|issue:45084", - "issue:44737|issue:45859" + "issue:42796|issue:43404" ], - "prepared_review_unit_hash": "7e464c19c29c1ef82ee4988fc3893a1d43d516b1c95e3244dcc86bc23b305e31", + "prepared_review_unit_hash": "4e1245380586fcec15596b56b9dde90bedbc18b7020aa6e046beef2780c8e5a1", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37640, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 32, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of Transformers v5 regression reports, especially around model/tokenizer loading and model-specific compatibility issues. The broadest anchor is the base_model_prefix loading regression, but most proposed pairs are not true duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43611 is the broadest, most central loading-regression report in the set and best represents the general v5 breakage theme.", + "summary": "This cluster is mostly a noisy grouping of unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like true duplicates. If a representative issue is needed, pick a broad core-loading regression rather than a model-specific report.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43611 is the most general cross-model regression in the set, centered on core Transformers v5 loading behavior (`base_model_prefix`) rather than a single model family or edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best global issue anchor because it describes a general load-path regression rather than a single-model symptom.", + "best_issue_reason": "43611 is the best anchor because it describes a broad loading breakage that could plausibly subsume nearby loading-related reports, whereas most other issues are narrowly scoped to one model, one pipeline, or one environment.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return behavior and `from_pretrained` inside Python classes are different code paths with different failure modes." + }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs a tokenizer/template compilation error." + "reason": "PagedAttention/Qwen3.5 cache crash and a template compilation error are unrelated subsystems and bugs." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are unrelated." + "reason": "Both are v5 regressions, but one is a `base_model_prefix` loading issue and the other is notebook-defined custom-model initialization; not the same defect." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "torch>=2.9 flex_attention compile failure is a different code path from Gemma4 device-mismatch during forward." + "reason": "Torch version/compiler flex attention failure and Gemma4 device-mapping mismatch are distinct problems." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility is not the same bug as YOLO multi-GPU device_map auto loading." + "reason": "Torch 2.10 compatibility and YOLO multi-GPU `device_map=" }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue and Mistral-3 image preprocessor dtype mismatch are unrelated." + "reason": "A torch compatibility issue and a Mistral-3 dtype mismatch are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A global torch incompatibility does not match the Gemma4 PLE auto-device forward mismatch." + "reason": "Generic torch incompatibility and Gemma4 forward device mismatch are different issues." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of a prior issue and a Qwen3.5 cache crash are not the same underlying bug." + "reason": "An isolated reproduction of another issue and a Qwen3.5 paged-attention crash are unrelated." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to a generic mask shape IndexError." + "reason": "Both concern docs, but they cover different deprecated pipeline/task mentions and are not the same documentation bug." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline task deprecations and should not be merged." + "reason": "Qwen VL video-input regression and a mask shape `IndexError` are different failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage object and non-template-node compilation are different failure modes." + "reason": "Float8 storage lookup failure and a template-node compilation error are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and EST-Roberta tokenizer loading failures are unrelated." + "reason": "CamemBERT prediction regression and tokenizer loading failure for est-roberta are separate model/tokenizer bugs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 output quality issue and ModelOutput key assignment bug affect different components." + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment logic are different code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export export failure for torch_compilable_check is unrelated to Perceiver interpolation failure." + "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver interpolation with non-default image resolution." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are different tokenizer/loading issues." + "reason": "T5 tokenizer init conflict and `gguf_file` loading failures affect different loading mechanisms." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback." + "reason": "Whisper `return_language` pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different bugs." + "reason": "Sinq save/load breakage and `continue_final_message` on mistral_common tokenizers are distinct tokenizer/model persistence bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state serialization and composite-config unwrapping are distinct save/load behaviors." + "reason": "`extra_state` handling in save/from_pretrained and `text_config` unwrapping in composite Qwen configs are different issues." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of issue 38071 and a mistral_common tokenizer bug do not share the same code path." + "reason": "A reproduction of one bug and a tokenizer continuation bug are not the same defect." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; not enough to merge." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are related only by family name, not by the concrete failure." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification with `num_labels=1` and ASR double-shift training loss are different training bugs." + }, + { + "left": "issue:45081", + "right": "issue:44991", + "accept": false, + "reason": "Mistral regex patch crashing and est-roberta tokenizer loading failure are different tokenizer problems." + }, + { + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "EST-Roberta tokenizer loading and Mistral regex patch crashes are different tokenizer bugs." + "reason": "Gemma4 device mismatch during forward and Gemma4 4-bit dtype-cast corruption are distinct multimodal bugs." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification loss degenerate to zero and Florence2 double-shift training loss are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance issues." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different memory issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel IndexError is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Deepspeed ZeRO3/BertModel indexing failure and flex_attention compilation failure are unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling and TimesFM window_size AttributeError are unrelated." + "reason": "`extra_state` serialization and TimesFM `window_size` attribute lookup are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patch failures are different tokenizer bugs." + "reason": "Both involve tokenizers, but one is a model load failure and the other is a Mistral regex patch crash; not the same issue." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 load regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same bug." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer loading failure for cjvt/sleng-bert is unrelated to the physical-intelligence/fast model loading regression." + "reason": "Both are v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are both tokenizer issues but not the same concrete bug." + "reason": "AutoTokenizer ignoring `tokenizer.json` and DeepSeek-Coder v1 producing incorrect output are not the same underlying tokenizer bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different subsystems." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "CLIP text model structure inconsistency and Sam3 text encoder weights not loading are separate model-loading regressions." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral-3 image dtype mismatch and tokenizer/template compilation failure are unrelated." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "XLNet CPU arange placement bug and Qwen3_5Moe CPU-offload incompatibility are different device-placement issues in different models." + "reason": "BPE marker handling in a tokenizer and lm_head weight tying in Mistral3ForConditionalGeneration are unrelated." } ] }, @@ -3165,18 +3188,20 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 10, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", + "issue:39404", "issue:40444", "issue:40990", "issue:42175", @@ -3184,7 +3209,6 @@ "issue:43262", "issue:43317", "issue:43377", - "issue:43404", "issue:43421", "issue:43452", "issue:43482", @@ -3195,36 +3219,40 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "issue:43746", "issue:43792", - "issue:43819", "issue:43883", "issue:44206", "issue:44220", "issue:44403", "issue:44451", - "issue:44464", - "issue:44466", "issue:44488", "issue:44530", "issue:44534", "issue:44661", "issue:44683", + "issue:44737", "issue:44811", - "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45325", "issue:45507", "issue:45584", - "issue:45987", + "issue:45859", "issue:46178", + "issue:46285", "issue:46326", + "issue:46402", "issue:46869" ], "soft_pairs": [ + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", "issue:40990|issue:43421", @@ -3232,245 +3260,247 @@ "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:43644|issue:43646", + "issue:43883|issue:44488", "issue:43582|issue:43632", "issue:34567|issue:40444", + "issue:42175|issue:46178", "issue:44811|issue:45584", - "issue:43883|issue:44488", "issue:44206|issue:44220", - "issue:42175|issue:46178", "issue:40444|issue:46326", - "issue:36032|issue:43645", "issue:43452|issue:43482", + "issue:36032|issue:43645", "issue:43317|issue:43482", "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43262|issue:43377", - "issue:43746|issue:46326", "issue:43883|issue:44991", + "issue:43746|issue:46326", "issue:43646|issue:44534", - "issue:44403|issue:45081", "issue:45084|issue:46869", "issue:43792|issue:46869", - "issue:43645|issue:44534", - "issue:44849|issue:45325", - "issue:43377|issue:43819", - "issue:44464|issue:45987", - "issue:43404|issue:44466" + "issue:44403|issue:45081", + "issue:43645|issue:44534" ], - "prepared_review_unit_hash": "fb3546f89fc9c112ea888253bc2b7187f77f03e9a2c97ac7f77487803167b2de", + "prepared_review_unit_hash": "ceaed913e6a6317e7fc14e0af508437b6bd99d7fabfd3a583bbea4a502cca338", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "soft_pair_count": 32, + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These reports are mostly unrelated model/tokenizer/runtime regressions; I would not merge any of the soft pairs. There are no PRs in the set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the broadest representative regression here: a core v5 custom-model initialization break that sits in the middle of the v5-related reports.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers/ML loading regressions were grouped by superficial title similarity. I found one clear duplicate-like area around the Transformers v5 non-persistent buffer regression, but the rest do not look like the same underlying bug.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44534 is the clearest, most concrete report in the set: it names a specific Transformers v5 regression and a specific failure mode (non-persistent buffers being filled with junk).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the clearest umbrella issue for the cluster; it is general enough to summarize the v5 init regressions without being as model-specific as the others.", + "best_issue_reason": "issue:44534 is the best representative issue because it is precise, version-scoped, and describes a single actionable bug rather than a broad loading/error symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading regressions, but they affect different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU positional-encoding issue in XLNet and Qwen3.5Moe CPU-offload issue are different model-specific bugs." + }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different bugs: tokenizer mapping/model registration failure vs torch>=2.9 flex_attention compilation error." + "reason": "Tokenizer mapping failure and compiled flex_attention failure are unrelated changes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different code paths: AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash." + "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token mutation are unrelated symptoms." + "reason": "High perplexity on a model and runtime post-processor update behavior do not share the same code-path bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to the cache/attention crash." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are distinct problems." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and different loader paths; not the same concrete bug." + "reason": "Both are model-loading failures, but one is model-specific and the other is a broader version regression; insufficient evidence they are the same bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing failure vs non-template-node compile error are different compiler issues." + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization; not the same bug." + "reason": "Both are Transformers v5 regressions, but one is about buffer contents and the other about custom model initialization; different underlying bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load failures; no shared concrete bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer input-token counting bug vs multimodal iterable-dataset failure are unrelated." + "reason": "Trainer token counting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Whisper decode skip_special_tokens handling and empty-transcription failure after align_special_tokens are different bugs." + "reason": "Packaging/backend omission and backend-mapping validation error are related only broadly, not the same bug." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Missing tied-weights attribute in one model and a separate model-loading failure in another are not the same issue." + "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different symptoms/code paths." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction related, but the titles do not show the same underlying code-path or fix." + "reason": "Both are audio feature extraction issues, but the titles point to different failures and there is not enough evidence they are the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Backend packaging/install issue vs BACKENDS_MAPPING registration error are distinct." + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are unrelated." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Multimodal iterable dataset failure and mistral_common continue_final_message bug are unrelated." + "reason": "Both mention GGUF/loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF regression; not enough evidence of the same underlying bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and Jupyter custom-model initialization break are different problems." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a model-specific report; not enough evidence they are the same concrete bug." + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization breakage are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized-model failure is separate from GGUF loading failure." + "reason": "Dequantized model offload failure and GGUF loading failure are different problems." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading regressions, but for different models and different loader symptoms; too broad to merge." + "reason": "Both are loading failures on different models, but no evidence they share the same concrete root cause." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Sampling-rate defaulting in apply_chat_template and MIMI batching/padding-mask mismatch are different audio bugs." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are unrelated." + "reason": "Audio chat-template sampling-rate default and MIMI encoder batching/padding-mask bug are different issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Model tied-weights attribute error and tokenizer loading failure are not the same bug." + "reason": "Different models and different failure modes; not the same bug." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Both are v5 regressions, but one is custom-model init and the other is non-persistent buffer serialization; different underlying fixes." + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Loading-noise report and Mistral regex/backend_tokenizer crash are unrelated." + "reason": "Both are Transformers v5 regressions, but they describe different failures and code paths; not safe to merge as duplicates." }, { "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Non-template compile error and YOLO multi-GPU device-map failure are separate." + "reason": "Template-node compilation error and YOLO multi-GPU device_map auto failure are unrelated." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU offload failure are unrelated model-specific bugs." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Custom-model definition in notebooks and junk non-persistent buffers are different regressions." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model issues." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "MIMI padding-mask batching bug and DAC latents/forward mismatch are different audio-model bugs." + "reason": "Whisper run failure and YOLO multi-GPU loading failure are different model-specific bugs." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward and StaticCache return-type contract violation are unrelated." + "reason": "General loading noise and Mistral regex patch crash are unrelated." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is a device-dependent serialization bug; not the same concrete change." + "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are different Transformers v5 regressions." } ] }, @@ -3484,51 +3514,51 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 11, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28530", - "issue:33666", "issue:34567", "issue:36032", "issue:40444", - "issue:40990", "issue:41720", - "issue:42796", "issue:42915", "issue:43089", "issue:43296", "issue:43322", - "issue:43381", + "issue:43377", + "issue:43404", "issue:43425", "issue:43531", "issue:43540", "issue:43611", "issue:43632", + "issue:43716", "issue:43742", - "issue:43746", - "issue:43792", + "issue:43819", "issue:43994", + "issue:44008", "issue:44062", "issue:44220", "issue:44265", "issue:44291", "issue:44403", "issue:44451", + "issue:44464", + "issue:44466", "issue:44479", "issue:44534", "issue:44589", "issue:44610", "issue:44683", - "issue:44756", - "issue:44811", + "issue:44849", "issue:44877", "issue:44987", "issue:44991", @@ -3537,59 +3567,58 @@ "issue:45325", "issue:45357", "issue:45812", - "issue:45923", "issue:45987", "issue:46315", "issue:46491", - "issue:46821" + "issue:46821", + "issue:46899" ], "soft_pairs": [ + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466", + "issue:44008|issue:46899", "issue:43994|issue:44610", "issue:44987|issue:45081", - "issue:44451|issue:45081", "issue:28530|issue:34567", + "issue:44451|issue:45081", "issue:42915|issue:44291", "issue:36032|issue:43742", - "issue:44265|issue:44610", "issue:44062|issue:44987", + "issue:44265|issue:44610", "issue:43089|issue:45987", - "issue:43322|issue:43540", "issue:42915|issue:44589", - "issue:43632|issue:46821", + "issue:43322|issue:43540", "issue:44479|issue:45325", + "issue:43632|issue:46821", "issue:45216|issue:45357", "issue:36032|issue:41720", - "issue:43531|issue:44877", "issue:44991|issue:46315", + "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:43611|issue:44534", + "issue:43716|issue:46899", "issue:43296|issue:43531", - "issue:40444|issue:45325", + "issue:43611|issue:44534", "issue:44220|issue:44683", + "issue:40444|issue:45325", "issue:45812|issue:46491", - "issue:44403|issue:44991", - "issue:43381|issue:45923", - "issue:43632|issue:44756", - "issue:42796|issue:43746", - "issue:33666|issue:40444", - "issue:43792|issue:44589", - "issue:40990|issue:44811", - "issue:44291|issue:44589" + "issue:44403|issue:44991" ], - "prepared_review_unit_hash": "0dfd09a8c09e2b2d18d621ad726e6a43bd96f70501899e9e3838804bd483d82f", + "prepared_review_unit_hash": "eb0528d68b84bf83da37f005f3ae3bee8cabc16ff28a6dd08341bc7fe4868b50", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36879, + "soft_pair_count": 30, + "serialized_chars": 36880, "estimated_input_tokens": 9220, "estimated_eval_tokens": 18696 }, @@ -3598,235 +3627,233 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model-specific loading/tokenizer/training regressions, plus a few broader v5-related regressions. None of the proposed soft edges look like the same underlying bug or change, so I would keep them separate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with many distinct v5 regressions around loading, tokenizers, multimodal preprocessing, and generation. Only two pairs look like true duplicates/same-root-cause reports in the same concrete code path.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43611 is the broadest umbrella for the shared theme here: v5 loading/serialization regressions. It is the closest representative of the cluster, though many members are still distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the broadest representative of the v5 loading-regression subset, but it still should not be used as a duplicate sink for the other issues.", + "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it captures the most general and recurring failure mode (v5 model loading breakage) without overfitting to one narrow model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen family, but different bugs: output_hidden_states behavior vs temporal position_id scaling in VL rope indexing." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-specific latent/forward mismatches, but they affect different models and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong shape/type." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model class and the other is save_pretrained serialization varying by device." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but the causes differ: variable name collision in Gemma3n vs unsafe dtype casting in Gemma4 embedders." + }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and failure modes: Siglip2 wrong outputs vs OmDet-Turbo image-size mismatch." + "reason": "Both involve processor/model mismatch, but they are different model families and different preprocessing errors." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/loading paths: physical-intelligence/fast load failure vs Mistral regex patch crash." + "reason": "One is a broad load failure for a specific repo; the other is a tokenizer regex patch crash. Different bug surfaces and fixes." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Unrelated model load failure vs Mistral tokenizer backend attribute crash." + "reason": "Unrelated training early-stopping logic vs TrainerState token counting." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are separate trainer features." + "reason": "Different models and different tokenizer-loading failures; no shared underlying bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve v5-era breakage, but one is FP8 config handling and the other is init_empty_weights argument handling." + "reason": "Both are loading-related and version-sensitive, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method-name conflict is unrelated to the MobileLLM key error." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to processor input-size mismatch." + "reason": "Tokenizer method-name conflict vs key error loading a different model; not the same defect." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different bugs: AddedToken special-argument conflict vs model loading failure." + "reason": "Different tokenizer regressions; one is AddedToken special-arg duplication, the other is a model/tokenizer load failure." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Generation performance and StaticCache seq-length type contract are not the same defect." + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Different multimodal models and distinct crash locations: Llava Next segfault vs Qwen3OmniMoe video ValueError." + "reason": "Generation performance overhead is a different problem than a cache API return-type bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage support are different code paths." + "reason": "Both touch FP8, but one is model/config loading and the other is missing storage support during serialization/deserialization." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "_is_hf_initialized loading bug is unrelated to TimesFM window_size AttributeError." + "reason": "Both are multimodal loading/input issues, but they concern different models and different failures." }, { "left": "issue:44479", "right": "issue:45325", + "accept": true, + "reason": "These look like the same Qwen VL temporal-position regression: both concern the same rope/position-id code path in v5.3.0 across closely related model variants." + }, + { + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image temporal-position bug." + "reason": "Transformers v5 init-flag breakage is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Same model family, but the reports describe different save_pretrained failures and no proof they are the same underlying bug." + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization bug, with 45357 narrowing it to incorrect visual encoder keys." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer loading regression vs auto device-mapping CUDA assert; unrelated code paths." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Sliding-window behavior and granite_speech config strictness are separate issues." + "reason": "Both involve tokenizers in v5, but one is a load failure and the other is a performance regression in convert_tokens_to_ids." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer load failure and slow convert_tokens_to_ids performance regression are different problems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech config strictness." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and loading noise are not the same bug." + "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are v5 regressions, but model-loading with base_model_prefix and non-persistent buffer junk are different code paths." + "reason": "Both involve multimodal dtype concerns, but they are different models and different failures (preprocessor/model mismatch vs 4-bit cast bug)." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index bug." + "reason": "Both are v5 internal regressions, but base_model_prefix loading and non-persistent buffer initialization are different bugs." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Speech feature extraction and compiled flex_attention failures are unrelated." + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is dataset/finetuning failure with multiple images and the other is temporal position scaling for still images." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different behaviors." + "reason": "Different tokenizer regressions affecting different model families; no shared concrete bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as the est-roberta tokenizer load failure." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized loading regression is unrelated to Strix Halo mmap OOM avoidance." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are distinct bugs." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and multi-image IterableDataset finetuning for Qwen2.5-VL are different tasks and failures." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are different defects." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "init_empty_weights _is_hf_initialized argument handling is unrelated to Float8 storage lookup failure." + "reason": "Loading noise is not the same as a tokenizer load failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays high-level about a cluster dominated by diverse loading/tokenizer/multimodal/regression reports, and it does not overclaim strong linkage beyond the two accepted pairs. The soft-edge calls are conservative overall, with the accepted pairs plausibly sharing a root cause and the rejected pairs reasonably treated as distinct bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 12, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:33666", "issue:35707", "issue:40444", + "issue:40990", "issue:41553", "issue:41720", "issue:42175", "issue:42796", - "issue:42915", "issue:43296", "issue:43317", "issue:43377", + "issue:43381", + "issue:43404", "issue:43421", - "issue:43454", "issue:43482", - "issue:43493", "issue:43525", "issue:43531", "issue:43582", @@ -3834,37 +3861,44 @@ "issue:43632", "issue:43644", "issue:43646", + "issue:43746", + "issue:43792", "issue:43818", "issue:43856", - "issue:43994", "issue:44079", - "issue:44265", "issue:44291", "issue:44462", - "issue:44466", "issue:44534", "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", "issue:44829", - "issue:44877", - "issue:45072", "issue:45081", - "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", - "issue:45834", + "issue:45923", "issue:46402", "issue:46710", - "issue:46821" + "issue:46821", + "issue:46899" ], "soft_pairs": [ - "issue:42796|issue:46710", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:43404|issue:46899", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", "issue:41553|issue:43582", + "issue:42796|issue:46710", "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:44079|issue:45663", @@ -3874,247 +3908,232 @@ "issue:43531|issue:44291", "issue:42175|issue:45542", "issue:43317|issue:43856", - "issue:41720|issue:45081", "issue:44462|issue:45812", + "issue:41720|issue:45081", "issue:44079|issue:44534", "issue:44829|issue:45479", "issue:43377|issue:45491", "issue:43296|issue:46821", "issue:43818|issue:46402", "issue:43611|issue:43646", - "issue:43818|issue:45357", "issue:43644|issue:44079", - "issue:42175|issue:43296", - "issue:44265|issue:45072", - "issue:43493|issue:43994", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:45325|issue:45834", - "issue:43454|issue:44466", - "issue:42915|issue:43482", - "issue:44291|issue:44877", - "issue:42796|issue:45381" + "issue:43818|issue:45357", + "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "e60af1b6db2aa51339cd3bab9527bac3b57e4793037e22f448fb364bb7693d6c", + "prepared_review_unit_hash": "2e3d04c706940b8885cf43377260a9a9f79ddec61f34311796f84bc6c5a2176a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37333, - "estimated_input_tokens": 9334, - "estimated_eval_tokens": 18924 + "soft_pair_count": 30, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are unrelated tokenizer, model-loading, backend-packaging, and architecture-specific regressions. Only the two SigLIP2 reports look like the same underlying bug; the rest should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Use issue:43493 as the canonical issue for the only true duplicate pair: it states the broader SigLIP2 implementation discrepancy, while issue:43994 looks like a downstream symptom of the same model bug.", + "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated bug reports, with two plausible duplicate subthemes: the Transformers v5 non-persistent-buffer corruption reports and the AutoTokenizer/tokenizer.json regression reports.", + "confidence": 0.62, + "canonical_issue_reason": "43644 is the clearest representative of the v5 non-persistent-buffer regression and has the cleanest near-duplicate wording in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43493 is the best single anchor because it describes the root-cause discrepancy against the JAX implementation and is the broader of the two matching SigLIP2 reports.", + "best_issue_reason": "Best single anchor for this cluster: it is a concrete, specific regression with strong duplicate-style phrasing, whereas most other items here are only loosely related.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing misuse vs missing gradient-checkpointing support on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` regression vs Apple Silicon mmap/OOM behavior." + }, { "left": "issue:42796", - "right": "issue:46710", + "right": "issue:43746", + "accept": false, + "reason": "Different model areas and failure modes: tokenizer BPE markers vs PEFT local-checkpoint loading." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal bugs: lm_head weight tying vs unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are VL/training issues, but the concrete failures and models differ." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: perplexity regression vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different topics: tokenizer BPE-marker handling vs a DeepSeek accuracy regression." + "reason": "Unexpected `_is_hf_initialized` init arg vs missing Float8 storage support are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated: Voxtral AutoTokenizer error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs DeepSeek accuracy regression are different problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different failures: GGUF loading with v5 vs missing pad_token_id on Llama4Config." + "reason": "Different model-loading regressions with different root causes and models." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different code paths: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset failures." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states/FSDP2 KeyError." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Both involve tokenizers, but one is GGUF loading and the other is CLIPTokenizer max-length metadata." + "reason": "GGUF loading failure and CLIPTokenizer max-length issue are not the same bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but they affect different internals: _is_hf_initialized vs non-persistent buffer initialization." + "reason": "Different v5 regressions: `_is_hf_initialized` flag vs non-persistent buffer junk." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related to special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + "reason": "Runtime post-processor update bug and add_special_tokens BOS/EOS failure are related to tokenizers but not the same concrete issue." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "Qwen3-MoE sliding-window issue vs init_empty_weights `_is_hf_initialized` TypeError are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TF packaging, but one is missing TF in the torch extra and the other is tensorboard installed without TF." + "reason": "Both involve TensorFlow packaging/backends, but the concrete packaging and runtime errors differ." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: device_map/offload loading vs MoE training memory usage." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different issues." }, { "left": "issue:44462", "right": "issue:45812", + "accept": true, + "reason": "Same tokenizer regression: AutoTokenizer ignoring tokenizer.json plausibly explains wrong Granite token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is general repo tokenizer.json handling and the other is a Granite-specific token-id regression." + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different bugs in different layers: ModelOutput key bookkeeping vs v5 buffer filling." + "reason": "ModelOutput key assignment bug and non-persistent-buffer junk are different regressions." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are seq-classification regressions, but one is flash_attention_3 degenerate training and the other is num_labels=1 problem_type loss collapse." + "reason": "Different training bugs: flash_attention_3 degeneration vs single-label num_labels=1 zero-loss behavior." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but they are different models and symptoms with no clear shared code-path." + "reason": "Batch-vs-single padding-mask bug in MIMI and Gemma3 NaN embeddings are similar in theme but not the same code-path problem." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated model-loading failure in vLLM vs a TimesFM window_size AttributeError." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder weights not loading." + "reason": "Video-LLaVA temporal-attention/weight-sharing issue and Sam3Model text-encoder loading are different model bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different failures in different models: Video-LLaVA tower issues vs Qwen3.5 save_pretrained key regression." + "reason": "Both are v5 model-loading/init regressions, but the concrete bug reports are distinct and not clearly the same code-path failure." }, { "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "No shared underlying bug: TF backend packaging vs PaddleOCR-VL loading in vLLM." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "Different subsystems: torch.export/torch_compilable_check vs bfloat16 dtype mismatches in inference." - }, - { - "left": "issue:43493", - "right": "issue:43994", + "right": "issue:44534", "accept": true, - "reason": "Both are SigLIP2 correctness regressions with nonsensical/wrong outputs, and they plausibly share the same underlying implementation bug." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Different multimodal failures: multi-image IterableDataset training vs Qwen2.5-VL video vision_position_ids." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; too different to merge confidently." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both mention lm_head/tied weights, but one is an AyaVision config bug and the other is device-dependent serialization behavior." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." - }, - { - "left": "issue:44291", - "right": "issue:46821", - "accept": false, - "reason": "Different bugs: init_empty_weights argument handling vs TimesFM window_size AttributeError." + "reason": "Near-identical duplicate wording: both report Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model-specific regressions with no shared concrete code path." + "reason": "Video-LLaVA issue and Qwen3.5 save_pretrained visual-key regression are unrelated." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, the two SigLIP2 issues, is plausibly the same bug based on the titles, and the rest of the soft-edge pairs are reasonably rejected as distinct problems. " + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly unrelated similarity matches and only calls out two duplicate-like subthemes that are actually supported by the titles. The accepted pairs are conservative, especially the exact non-persistent-buffer duplicate wording and the AutoTokenizer/tokenizer.json match. No soft-edge verdict appears to overstate evidence." }, "evaluator_used": true, "retried": false, @@ -4125,15 +4144,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 13, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:34634", "issue:35707", @@ -4141,42 +4160,42 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42617", "issue:42796", "issue:42915", "issue:42947", "issue:43257", "issue:43262", - "issue:43317", "issue:43377", "issue:43454", - "issue:43526", + "issue:43482", + "issue:43493", "issue:43550", - "issue:43572", "issue:43606", "issue:43701", "issue:43720", "issue:43746", - "issue:43749", "issue:43819", "issue:43828", "issue:43873", "issue:43881", - "issue:43883", + "issue:43994", "issue:44186", "issue:44265", + "issue:44291", + "issue:44466", "issue:44479", "issue:44488", - "issue:44534", "issue:44568", "issue:44610", + "issue:44877", "issue:44898", "issue:45072", "issue:45325", + "issue:45381", "issue:45584", "issue:45701", - "issue:45759", "issue:45823", + "issue:45834", "issue:45920", "issue:45923", "issue:46209", @@ -4185,18 +4204,27 @@ "issue:46821" ], "soft_pairs": [ - "issue:43873|issue:45701", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", "issue:43606|issue:44265", - "issue:43262|issue:43746", "issue:40990|issue:45584", - "issue:44479|issue:45823", + "issue:43262|issue:43746", "issue:43881|issue:44488", + "issue:44479|issue:45823", "issue:35707|issue:41720", "issue:43828|issue:46821", "issue:34634|issue:35707", - "issue:43454|issue:43550", "issue:39692|issue:40444", + "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:44186|issue:44265", "issue:41720|issue:45823", @@ -4209,247 +4237,268 @@ "issue:45823|issue:46821", "issue:43377|issue:44898", "issue:43454|issue:43720", - "issue:40990|issue:42947", - "issue:42617|issue:42915", - "issue:43749|issue:44534", - "issue:43317|issue:43873", - "issue:43526|issue:43883", - "issue:43572|issue:45759" + "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "71bfae2f2b7e30436f15e770780deb1f36d61f363bbdcec437a022459c705290", + "prepared_review_unit_hash": "70009c22b516d68ceef7da8b2e75408815f70f8cf73d559011231c7dfd02b516", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36799, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "soft_pair_count": 34, + "serialized_chars": 38116, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs across models, tokenizers, loading/offload, and training utilities. The soft pairs are mostly topical similarity rather than true duplicate-level matches. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly fits the cluster because the issues are largely unrelated; if one representative must be chosen, 43873 is the broadest open regression with the most discussion and the clearest shared offloading/quantization theme.", + "summary": "Only one soft duplicate looks credible: the two SigLIP2 reports likely describe the same underlying model/implementation regression. The other candidate pairs are mostly adjacent subsystem issues but differ in concrete failure mode, model, or code path, so they should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Among the SigLIP2 pair, issue 43994 is the better canonical because it is the clearest user-facing regression report with a standard AutoModel/pipeline repro; issue 43493 reads more like a comparative diagnosis of the same mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best global representative only by breadth and activity, but it is still not a true umbrella for the rest of the items.", + "best_issue_reason": "Issue 43994 is the strongest overall issue candidate here: it is concrete, reproducible, and describes the same SigLIP2 failure in a directly actionable way.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/export regressions, but they hit different mechanisms: torch_compilable_check export failure vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing wrong/nonsensical outputs, and the titles point to the same underlying model implementation mismatch." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different concrete failures: finetuning with multiple images per prompt vs video vision_position_ids regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve qwen2.5-vl position IDs, but one is a still-image rope scaling bug and the other is a video-input vision_position_ids bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen2.5-VL rope/position ID handling versus Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Different bugs and code paths: offloading/quantization vs tokenizer/version regression." + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs GGUF loading for Qwen2.5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "TypeError from init_empty_weights has a different cause than strict config blocking granite_speech loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID scaling." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export / torch_compilable_check export failures." + "reason": "Quantization/offload behavior and tokenizer conversion performance are distinct issues." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is not the same bug as qwen2.5-vl video position IDs." + }, + { + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT local checkpoint loading are different problems." + "reason": "CPU offload device mismatch is a different path from torch.export failing on torch_compilable_check models." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity evaluation issue and Whisper empty-transcription special-token bug are not the same failure." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated symptoms and code paths." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Video-input regression and Gemma4 device-map forward mismatch are separate bugs." + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different bugs." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but on different models with no shared concrete code-path evidence." + "reason": "Separate model-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to cudaErrorAssert under auto device mapping." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device map cudaErrorAssert." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different defects." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with past key values are unrelated." + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are different concrete issues." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different issues." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Doc-example errors for SigLIP2 and Qwen2.5-VL finetuning with multi-image iterable datasets are not the same bug." + "reason": "Missing lm_head tying in AyaVision is not the same as Bamba torch.compile SDPA failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch does not match DAC.from_latents versus forward-pass STE behavior." + "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are different code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch.export.export failing on torch_compilable_check." + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to torch.export failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but the model paths and failure modes are different." + "reason": "Qwen3 auto device mapping crash and Gemma4 PLE device mismatch are different models and failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + "reason": "MIMI encoder padding-mask inconsistency is unrelated to OmDet processor/model image-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are different regressions." + "reason": "MoonshineStreaming window mask off-by-one and tokenizer conversion slowdown are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/weight conversion and missing gradient_checkpointing support are unrelated." + "reason": "Accelerate+deepspeed MOE weight conversion and missing supports_gradient_checkpointing are different bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and concrete failure modes; not the same bug." + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS issue and the other is broader wrong token IDs across multiple models." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying failure is unrelated to dtype mismatches in bfloat16 inference." + "reason": "AyaVision tied-weights generation issue and bfloat16 dtype mismatch in CI are distinct problems." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but batching/padding-mask behavior and resolution interpolation failures are different bugs." + "reason": "Batched-vs-single MIMI encoder inconsistency is unrelated to Perceiver non-default-resolution failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying and packed-weight unpacking during accelerate loading do not look like the same underlying issue." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are different defects." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Evaluation perplexity anomaly and LoRA gradient-checkpointing ineffectiveness are unrelated." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete bug." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both touch offload/quantization, but one is dequantized-model loading on cpu+gpu offload and the other is a broader quantization offloading regression; not enough to merge." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo all_tied_weights_keys are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrap behavior in composite Qwen configs are different config bugs." + "reason": "High perplexity on a language model and LoRA gradient checkpointing ineffectiveness are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is stated cautiously enough. The rejected pairs are conservative and the SigLIP2 pairing is a plausible duplicate based on the titles alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 14, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:26413", "issue:28530", - "issue:36010", "issue:36331", "issue:40990", "issue:41720", @@ -4461,19 +4510,22 @@ "issue:43322", "issue:43404", "issue:43450", + "issue:43526", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43646", "issue:43708", "issue:43720", + "issue:43749", "issue:43873", "issue:43881", - "issue:44008", + "issue:43883", "issue:44186", "issue:44387", - "issue:44423", "issue:44466", + "issue:44534", "issue:44610", "issue:44734", "issue:44756", @@ -4483,28 +4535,31 @@ "issue:44991", "issue:45072", "issue:45357", - "issue:45406", "issue:45685", "issue:45701", "issue:45704", - "issue:45823", + "issue:45759", "issue:46050", "issue:46402", "issue:46612", "issue:46665", "issue:46821", - "issue:46858", - "issue:46869" + "issue:46858" ], "soft_pairs": [ - "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43526|issue:43883", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", "issue:43881|issue:44991", + "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", - "issue:36331|issue:42915", "issue:44466|issue:45357", + "issue:36331|issue:42915", "issue:43450|issue:45701", "issue:43065|issue:46402", "issue:40990|issue:45701", @@ -4521,235 +4576,231 @@ "issue:43550|issue:43606", "issue:44186|issue:44610", "issue:43646|issue:46665", - "issue:44734|issue:46858", "issue:43404|issue:45357", + "issue:44734|issue:46858", "issue:44610|issue:44898", - "issue:42915|issue:43317", - "issue:44423|issue:45406", - "issue:44008|issue:45823", - "issue:36010|issue:42617", - "issue:46821|issue:46869" + "issue:42915|issue:43317" ], - "prepared_review_unit_hash": "3c66a660337b5e2bbbd1cf95732a9e2652d2c57a14d33be5eb19e6867dabf828", + "prepared_review_unit_hash": "ea4770aedc370f6d7854308a6b8180f8773a249d176a1e5511591783b571c52f", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37479, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "soft_pair_count": 33, + "serialized_chars": 37628, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of superficially similar Transformers bugs. The soft pairs mostly share broad keywords like loading, quantization, processors, or generation, but they do not describe the same concrete defect and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43873 is the broadest and most central open issue in the set, covering offloading/quantization behavior that overlaps the general resource-loading theme seen in several others.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports spanning Trainer resume logic, quantization/offloading, model loading, tokenizers, processors, and generation. None of the soft edges look like true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best available anchor because it has the broadest offloading/quantization scope and the most discussion/inbound references among the loading/memory-related reports, but it is still not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative anchor for this cluster because it is broad, active, and closest to the recurring loading/offloading/quantization theme, though it is not a duplicate of the others.", + "best_issue_reason": "issue:43873 is the strongest representative of the cluster's recurring model-loading/offloading theme and has the highest signal, even though the cluster itself is not a single duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: 3d_parallel.py runtime problem vs Qwen3Moe FineGrainedFP8Config error." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is device_map loading for a dequantized model and the other is a broader quantization offload regression; not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading issue is distinct from non-persistent buffer initialization junk." + }, + { + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both concern model loading failures, but one is a Llava Next segfault and the other is sinq quantization save/load corruption; different bugs and code paths." + "reason": "StableLm pad_token_idx config regression is unrelated to Qwen multimodal text_config unwrapping." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: glm-4v-9b loading vs tokenizer loading for est-roberta." + "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading failure are different model/tokenizer problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is not the same as sinq quantized save/load breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model-loading crashes, but one is Qwen3 device-map cuda assert and the other is Llava Next segfault; not the same underlying issue." + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are different model-specific loading crashes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature breakage and a 3d_parallel.py runtime failure are unrelated." + "reason": "Trainer compute_loss signature change is unrelated to the 3d_parallel.py execution issue." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are different problems in different code paths." + "reason": "Int4 quantization OOM in Transformers 5.x is distinct from T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen models, but one is a device-map loading assert and the other is flash-attention generation failure." + "reason": "Both are Qwen-related, but one is a device-mapping crash and the other is flash-attention generation corruption; different bugs." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Different areas: custom Trainer loss API vs Qwen3Moe FP8 loading/config issue." + "reason": "Tied-weight serialization inconsistency is different from Qwen3.5 visual encoder key saving regression." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both involve save/serialization, but one is tied-weight serialization by device and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "CustomTrainer.compute_loss kwarg regression and Qwen3Moe FP8 load failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenization-version behavior are unrelated." + "reason": "Batched video processor shape bug is not the same as version-dependent tokenization behavior." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and Sam3Model text-encoder weights not loading are different model bugs." + "reason": "Sam3PixelDecoder dummy Conv2d issue is unrelated to Sam3Model text encoder weights not loading." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model/dataset is not the same as tokenization changes across versions." + "reason": "High perplexity on gpt-oss-20b is a model/eval-quality issue, not the same as tokenizer behavior changing across versions." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate failures." + "reason": "Strict granite_speech config loading and tokenizer loading for est-roberta are separate config vs tokenizer failures." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding and dtype mismatch in inference are unrelated." + "reason": "LayoutLMv2Tokenizer crash and bfloat16 dtype mismatch in inference are different subsystems." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are Trainer-related, but checkpoint resumption failure and early-stopping metric validation are distinct bugs." + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are both Trainer-related but not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-map loading crash and 3d_parallel.py failure are unrelated." + "reason": "Qwen3 device-mapping crash and 3d_parallel.py launch failure are unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA and packed-weight unpacking during accelerate loading are different concrete problems." + "reason": "Bamba torch.compile SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is Strix Halo mmap OOM; not the same bug." + "reason": "Quantization/offload regression and Strix Halo mmap OOM are both memory-related but not the same underlying issue." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but one is skipped beam-search cache reorder and the other is static-cache seq_length tensor arithmetic on non-CUDA backends." + "reason": "Beam-search cache reorder omission is a generation bug, while get_seq_length returning a device tensor is a cache API arithmetic bug." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading issue and Trainer max_steps recomputation on resume are unrelated." + "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization version changes are not the same concrete defect." + "reason": "processor.tokenizer regression with images is not the same as version-dependent tokenization changes." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS integer histogram failure and TimesFM window_size AttributeError are unrelated." + "reason": "MPS histogram int error in MoE is unrelated to TimesFM window_size attribute failure." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "One is a Bamba SDPA/compile bug; the other is a CPU offload device mismatch for bark-small." + "reason": "Both are loading/execution failures, but Bamba SDPA compile and bark-small CPU offload device mismatch are different bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing-related, but LayoutLMv2 tokenizer crashes and OmDet-Turbo resolution mismatch are different bugs." + "reason": "Tokenizer crashes on NER/padding are unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom model/from_pretrained behavior, but one is a Transformers 5.0 initialization breakage and the other is inconsistent behavior inside Python classes; not clearly the same code-path defect." - }, - { - "left": "issue:44734", - "right": "issue:46858", - "accept": false, - "reason": "Both involve generation cache handling, but they are different failures in different execution paths." + "reason": "Transformers 5.0 custom model initialization breakage is a different issue from from_pretrained behavior inside Python classes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal save/load-related, but tied lm_head weights in Mistral3 and wrong visual encoder keys in Qwen3.5 are separate issues." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both are image input size/resolution problems, but they affect different models and mechanisms; not the same underlying bug." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Different load failures: Qwen3Moe FP8 config vs dequantized model offload on gpu+cpu." - }, - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both hit serve/multimodal processor code, but one is continuous-batching string-to-device conversion and the other is a missing _tokenizer attribute." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Different Gemma model bugs: variable-name collision in forward vs device mismatch under device_map=auto." + "reason": "lm_head weight tying/serialization bug and Qwen3.5 visual encoder key regression are different multimodal saving issues." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "GenerationMixin import error and a 3d_parallel.py runtime failure are unrelated." + "reason": "KV-cache continuation tensor indexing in serve and static-cache seq_length device tensor arithmetic are distinct generation/cache bugs." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "OmDet processor output resolution mismatch and Perceiver interpolate_pos_encoding failure are different vision preprocessing/model-input problems." } ] }, @@ -4763,15 +4814,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 15, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28530", "issue:29159", @@ -4780,57 +4831,60 @@ "issue:33666", "issue:34634", "issue:35707", + "issue:36010", "issue:36032", "issue:36331", "issue:41720", - "issue:42490", + "issue:42617", "issue:42915", "issue:43316", "issue:43322", - "issue:43329", "issue:43425", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", - "issue:43606", "issue:43653", - "issue:43720", - "issue:43746", "issue:43782", "issue:43873", "issue:43881", + "issue:44008", "issue:44186", "issue:44361", "issue:44387", + "issue:44423", "issue:44464", "issue:44492", "issue:44509", - "issue:44534", "issue:44671", "issue:44743", "issue:44913", "issue:45161", + "issue:45406", "issue:45632", "issue:45684", "issue:45701", "issue:45704", - "issue:45759", + "issue:45823", "issue:46291", - "issue:46665", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46869" ], "soft_pairs": [ + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:44008|issue:45823", + "issue:46821|issue:46869", "issue:45632|issue:45684", "issue:44464|issue:46858", "issue:41720|issue:45161", "issue:28530|issue:33666", "issue:44671|issue:44743", "issue:43531|issue:43572", - "issue:42915|issue:46291", "issue:43526|issue:43881", + "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43316|issue:44913", @@ -4840,207 +4894,196 @@ "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:29159|issue:36032", + "issue:44492|issue:44509", "issue:43550|issue:43653", - "issue:30064|issue:34634", "issue:44387|issue:45701", "issue:43873|issue:45704", - "issue:44492|issue:44509", - "issue:43606|issue:43720", - "issue:44534|issue:46665", - "issue:43531|issue:45759", - "issue:41720|issue:43746", - "issue:42490|issue:43329" + "issue:30064|issue:34634" ], - "prepared_review_unit_hash": "d905c9e7ddb85c205adbac490ec4b816914e6d762e8b86d2a3b19177b3d6b8eb", + "prepared_review_unit_hash": "3fe6fe17a55432fab52d2859c1f100658f799ccea47e56ee9b50da7ae9588767", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35666, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34697, + "estimated_input_tokens": 8675, + "estimated_eval_tokens": 17606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very noisy: the suggested soft edges mostly connect unrelated bugs across tokenization, multimodal loading, quantization/offloading, cache behavior, and docs. No pair looks like the same concrete fixable change, so I would not merge any of them.", - "confidence": 0.19, - "canonical_issue_reason": "issue:44534 is the broadest, most central v5 regression in the set; it describes a framework-level behavior change rather than a model-specific symptom, so it is the best candidate to stand in as the cluster anchor.", + "summary": "This cluster is heterogeneous: the titles point to many unrelated bugs across tokenizers, multimodal processors, generation/cache paths, configs, quantization, and docs. None of the soft edge pairs look like the same underlying issue, so no duplicates were accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not cohere around one bug, and the soft-linked pairs are distinct problems rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the best overall representative because it is high-level and impacts core loading/runtime behavior, while the other issues are mostly narrow model- or component-specific reports.", + "best_issue_reason": "No single issue is a good cluster anchor because the items span unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are multimodal serve crashes, but one is a `'str' object has no attribute 'to'` batching path and the other is a `Gemma4Processor` `_tokenizer` attribute error; different code-path failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import failure is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs in different models and paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM `window_size` attribute error is unrelated to YOLO multi-GPU device-map failure." + }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different bugs: cache-path collision for local models vs permission propagation in save_pretrained." + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache math, but one is inconsistent outputs under compiled forward and the other is a device-tensor slice-arithmetic bug in static cache prefill; not the same fix." + "reason": "Both involve generation/cache, but one is inconsistent chunked generation with compiled forward and the other is a static-cache slice arithmetic bug on non-CUDA backends." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failures: CUDA assert on Qwen3 device mapping vs GPT-OSS MoE tensor-parallel behavior." + "reason": "Different models and failures: Qwen3 auto device map CUDA assert vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model-specific regressions: CamemBERT masked-LM outputs vs Qwen3.5 modular cache state resetting." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx are separate issues." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression do not describe the same issue." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to pipelines import failure caused by kernels version/revision requirements." + "reason": "BEiT reduce_labels bug and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the pipelines import/version-revision dependency error." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature change vs CUDA assert on model loading are different failure modes." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map CUDA assert." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer problems, but they affect different tokenizers and different code paths; not one underlying bug." + "reason": "Both are tokenizer crashes, but they affect different tokenizer classes and task flows, so they are not the same bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different configuration issues." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + "reason": "Torch 2.10 incompatibility is not the same problem as TimesFM `window_size` AttributeError." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate model-loading bugs." + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading failures." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval metric handling is unrelated to void segmentation-map processing." + "reason": "Early stopping setup and void segmentation-map processing are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and inputs_embeds/past_key_values generation bug do not share the same code path." + "reason": "MacOS CLIP bus error and progressive generation with `inputs_embeds`/`past_key_values` are different failure modes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error and Qwen3VL weight_only load error are distinct multimodal issues." + "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are separate multimodal issues." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time conflict." + "reason": "Slow/fast tokenizer inconsistency and T5 `add_special_tokens` load conflict are unrelated tokenizer problems." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not duplicates." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Image processor void-segmentation bug vs BarkProcessor voice_preset issue are different components and symptoms." + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA memory increase under int4 quantization is unrelated to tokenization changes across versions." + "reason": "Quantization memory regression and tokenization changes across versions are different issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 apex.FusedRMSNorm memory leak are different bugs." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "Cache-strategy typo and stale docs for removed pipeline tasks are documentation-level but not the same change." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to packed-weight unpacking in BitNet accelerate loading." - }, - { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Both touch v5 behavior, but one is a low-level buffer regression and the other is from_pretrained behavior inside Python classes; not the same bug." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and composite Qwen multimodal from_config unwrapping are separate configuration issues." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Local-path slash import warning and undefined video-branch variables in multimodal token counting are not the same issue." + "reason": "Void segmentation-map processing and Bark voice_preset loading are different processor bugs." } ] }, @@ -5054,22 +5097,23 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 16, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:34567", "issue:34634", "issue:35707", "issue:39692", "issue:41720", - "issue:42886", + "issue:42490", + "issue:43329", "issue:43381", "issue:43388", "issue:43421", @@ -5078,6 +5122,7 @@ "issue:43606", "issue:43644", "issue:43653", + "issue:43720", "issue:43746", "issue:43844", "issue:43927", @@ -5085,12 +5130,10 @@ "issue:44077", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", + "issue:44534", "issue:44589", "issue:44610", "issue:44625", - "issue:44843", "issue:44898", "issue:44987", "issue:44991", @@ -5104,7 +5147,6 @@ "issue:45704", "issue:45759", "issue:45859", - "issue:45923", "issue:46050", "issue:46402", "issue:46655", @@ -5114,6 +5156,11 @@ "issue:46858" ], "soft_pairs": [ + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:43606|issue:43653", @@ -5121,8 +5168,8 @@ "issue:43540|issue:46858", "issue:43531|issue:46821", "issue:34634|issue:41720", - "issue:45759|issue:45859", "issue:45357|issue:46402", + "issue:45759|issue:45859", "issue:44451|issue:44991", "issue:43531|issue:44589", "issue:44077|issue:44625", @@ -5132,253 +5179,256 @@ "issue:44625|issue:45479", "issue:44987|issue:45042", "issue:43381|issue:43844", - "issue:39692|issue:44610", "issue:44368|issue:45357", + "issue:39692|issue:44610", "issue:46655|issue:46693", "issue:43746|issue:46050", "issue:43421|issue:43927", "issue:41720|issue:45704", - "issue:43381|issue:45704", - "issue:45704|issue:45923", - "issue:42886|issue:44843", - "issue:44514|issue:44545" + "issue:43381|issue:45704" ], - "prepared_review_unit_hash": "050f0dc9acdff78bb1e53d7d0ad1310541757c64595a0e954c1f58bce6afdcc5", + "prepared_review_unit_hash": "7478cb06b72403592666cc8a74a9b7b77b1377bd991777bc348e691f89b8f4c1", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36430, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer issues across tokenizers, multimodal processors, generation, and config/loading edge cases. Only one pair is a clear duplicate: the Qwen2_5_VLProcessor batched apply_chat_template crash report (44514/44545).", - "confidence": 0.87, - "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair in the set (44514/44545), with the same bug, same title, and slightly more complete metadata; the rest of the cluster is too mixed to form a strong single canonical issue.", + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only clear near-duplicate theme is the pair of issues about non-persistent buffers being filled with junk in Transformers v5; the rest are broad but distinct model/config/load/runtime bugs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43644 is the earliest and most concrete report of the repeated \"non-persistent buffers with junk\" regression, and it is the closest true duplicate anchor in this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "As a cluster-wide representative, none is ideal because the items span many unrelated bugs; issue:44545 is still the best anchor only because it is part of the sole unambiguous duplicate pair.", + "best_issue_reason": "issue:43644 is the best representative issue because it names a specific, reproducible regression and matches the clearest near-duplicate wording in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload problems, but they are different failures in different models/code paths (Bark CPU offload mismatch vs BitNet packed-weight unpacking)." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "One is about non-persistent buffers being corrupted; the other is an inconsistent from_pretrained behavior in Python classes. Related area, not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen/TimesFM configuration bugs with different symptoms and fixes; only the broad \"config\" theme overlaps." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning is unrelated to the multimodal video token counting undefined-name bug." + }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Both mention processing edge cases, but one is a metric/gathering bug and the other is a SAM3 text+boxes behavior issue; different code paths and symptoms." + "reason": "gather_for_metrics label truncation and SAM3 text/box odd behavior are different bugs with no concrete shared failure mode." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different failures in different components: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming/chat completions crash." + "reason": "Different serving/runtime failures in different processors/models; not the same underlying issue." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Both are CI/model-specific bugs, but one is CPU offload device mismatch for Bark and the other is BigBirdTokenizer special-token registration; not the same underlying bug." + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update vs progressive generation with inputs_embeds/past_key_values are unrelated issues." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are separate issues." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Both involve generation internals, but one is Qwen3OmniMoe video input validation and the other is static-cache sequence length tensor arithmetic." + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as static-cache seq-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different model families and bugs." + "reason": "Both mention window sizing, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size attribute error." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping/cudaErrorAssert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are entirely different problems." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both are Qwen 3.5/3.6 multimodal-related, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior; different fixes." + "reason": "Both touch multimodal model loading/saving, but one is wrong saved visual encoder keys and the other is missing text encoder weights on load." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both concern Qwen3.5/SAM3 config-loading, but one is incorrect visual encoder keys on save_pretrained and the other is text encoder weights not loading." + "reason": "Unwrapping text_config and CPU-offload incompatibility in rotary embedding are separate Qwen3.5 issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different repositories and likely different tokenizer code paths." + "reason": "Both are model-loading failures, but they concern different models and different failure mechanisms." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated failures." + "reason": "Sliding-window behavior and Float8 storage lookup errors do not indicate the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation vs Qwen3.5 num_labels propagation are different config issues." + "reason": "Optional post_init validation and num_labels propagation are different config issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk vs inconsistent from_pretrained-in-class behavior are distinct problems." + "reason": "Although both mention from_pretrained/loading behavior, the concrete failures are different and not mergeable into one fix." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken duplicate special-argument error and ScandiBERT loading failure do not describe the same bug." + "reason": "AddedToken special-argument duplication and ScandiBERT load failure are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated model-specific bugs." + "reason": "Different model families and different failure types: image-resolution mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both are classification/config related, but one is config propagation for Qwen3.5 and the other is zero-loss behavior with num_labels=1 across sequence-classification models." + "reason": "Propagation of num_labels and degenerate zero loss in single-label classification are related only at a high level, not the same defect." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Physical-intelligence/fast loading failure and PIL image processors requiring torchvision are different loading regressions." + "reason": "Model loading failure and PIL image-processor torchvision dependency regression are different bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training issues." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient explosion are unrelated training bugs." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor/model resolution mismatch are separate documentation/model-size bugs." + "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are not the same failure." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Tie-word-embeddings warning during ms-swift LoRA fine-tuning is unrelated to Qwen3.5 save_pretrained visual encoder key regression." + "reason": "Both involve docs/processor mismatches, but they concern different models and different concrete mistakes." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." + "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "GraniteSpeech local checkpoint loading with PEFT adapters and quantized model save/load breakage are unrelated loading paths." + "reason": "Local checkpoint loading for PEFT adapters and sinq quantized save/load breakage are distinct persistence bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates vs DiaConfig losing custom token IDs are different tokenizer/config persistence bugs." + "reason": "Runtime post-processor updating and config token-ID loss after save/load are different tokenization bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Qwen3 device-mapping assert and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and T5 fused RMSNorm memory leak are different bugs." - }, - { - "left": "issue:45704", - "right": "issue:45923", - "accept": false, - "reason": "T5 Apex RMSNorm leak and missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni are unrelated implementation issues." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both involve HF_HUB_OFFLINE, but one is tokenizer cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; related theme, not the same concrete code path." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Near-verbatim duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + "reason": "Gradient checkpointing eval-mode and an apex memory leak in T5 have no shared underlying code-path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (44514/44545) is well supported by the identical titles and closely matching issue descriptions. The rejected soft pairs are framed cautiously and do not overclaim duplication." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 17, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:30064", "issue:36010", "issue:39692", + "issue:42886", "issue:43295", "issue:43421", - "issue:43531", + "issue:43493", "issue:43540", "issue:43550", "issue:43596", - "issue:43611", - "issue:43618", - "issue:43643", "issue:43653", - "issue:43697", "issue:43720", "issue:43746", "issue:43782", @@ -5391,8 +5441,10 @@ "issue:44220", "issue:44361", "issue:44488", - "issue:44661", + "issue:44514", + "issue:44545", "issue:44671", + "issue:44843", "issue:44918", "issue:44936", "issue:44995", @@ -5400,6 +5452,7 @@ "issue:45081", "issue:45356", "issue:45381", + "issue:45704", "issue:45759", "issue:45834", "issue:45907", @@ -5408,274 +5461,269 @@ "issue:46032", "issue:46294", "issue:46463", - "issue:46665", "issue:46693", "issue:46829", "issue:46832", "issue:46858" ], "soft_pairs": [ + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44514|issue:44545", "issue:44918|issue:44936", "issue:45759|issue:45923", - "issue:46032|issue:46463", - "issue:39692|issue:43873", "issue:43746|issue:43873", "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", "issue:43421|issue:43653", "issue:43782|issue:45381", - "issue:44995|issue:46858", "issue:43421|issue:44186", + "issue:44995|issue:46858", "issue:45081|issue:45356", "issue:30064|issue:36010", - "issue:46829|issue:46832", "issue:45356|issue:45907", + "issue:46829|issue:46832", "issue:45987|issue:46829", + "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43295|issue:45834", + "issue:44062|issue:44488", "issue:43550|issue:44361", "issue:43550|issue:45072", - "issue:44062|issue:44488", "issue:43596|issue:44220", "issue:43540|issue:46294", "issue:45381|issue:46693", - "issue:44008|issue:46858", - "issue:43531|issue:43643", - "issue:43611|issue:46665", - "issue:43618|issue:43697", - "issue:43653|issue:43819", - "issue:44220|issue:44661" + "issue:44008|issue:46858" ], - "prepared_review_unit_hash": "4a4d1129bcbec9e52479b33fcf9a6d979d0c6f8666091e4cfa299d7d5c06a801", + "prepared_review_unit_hash": "84e57fe20f2f5a4f17db086909b18df6485974ea675b4226dc3286f89496a1fe", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues spanning tokenizers, multimodal inputs, cache behavior, model loading, and performance regressions. The soft-similarity pairs mostly share a subsystem or pattern, but they do not look like the same underlying bug, so none are safe duplicate merges.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed open bug in the set and is the best representative of the cluster\u2019s runtime-regression theme.", + "summary": "Most pairs are unrelated or only loosely connected. Two soft matches stand out as likely duplicates or closely related reports: the identical Qwen2_5_VLProcessor.apply_chat_template padding=False crash, and an offline tokenizer/cache regression involving HF_HUB_OFFLINE and _patch_mistral_regex. The evidence here is mostly title-level, so I\u2019m keeping the offline pair as closely related rather than asserting an exact shared root cause.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44514 is the cleanest canonical issue anchor because it shares the same apply_chat_template padding=False failure title with issue:44545 and appears to be the broader report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and cross-cutting impact among the issues here.", + "best_issue_reason": "issue:44514 is the strongest global issue representative: it is a clear duplicate candidate with the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash, while the other soft matches are weaker or clearly different bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Both involve trainer workflows, but one is a Qwen3.5 embedding unpacking failure and the other is a generic train/evaluate lifecycle issue; different code paths and symptoms." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both point to an offline-mode tokenizer regression: one reports cache loading failing under HF_HUB_OFFLINE, and the other says _patch_mistral_regex unconditionally calls model_info() and breaks offline mode." }, { - "left": "issue:45759", + "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "One is about unwrapping composite multimodal configs in AutoModelForCausalLM.from_config, the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model; unrelated bugs." + "reason": "Different bugs: a T5 memory-leak issue versus a Nemotron capability-flag issue." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template padding=False crash; the titles match exactly and this looks like the same reported failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Mamba cache correctness and a T5 decoder-input validation error are different model families and different failure modes." + "reason": "Different failures: Qwen3.5 input-embedding unpacking with TRL versus trainer evaluate/train lifecycle behavior." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "SigLIP2 documentation/model example problems are not the same as a quantization/offloading runtime bug." + "reason": "Different subsystems and symptoms: multimodal config unwrapping versus a gradient-checkpointing flag issue." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is a model-loading issue, but not the same as the offloading/quantization behavior reported in 43873." + "reason": "Different code paths: PEFT adapter checkpoint loading versus quantization/offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both report bad outputs, but they affect different models and likely different regressions; too broad to treat as one bug." + "reason": "Different model-level bugs: SigLIP2 nonsense outputs versus CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch while the other is an implementation discrepancy; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different issues: Mamba2Mixer cache correctness versus a T5 decoder-input error message." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special-token handling, but one is runtime post-processor refresh logic and the other is BigBirdTokenizer registration/empty decode behavior." + "reason": "Related tokenizer areas, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token registration bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues: one is a from_pretrained weight_only loading error, the other is video vision_position_ids being wrong." + "reason": "Different Qwen VL failures: weight_only loading versus video position id correctness." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both mention cache behavior, but one is a stale indexer cache on a second forward pass and the other is a get_seq_length device-tensor arithmetic bug in static cache under torch.compile." + "reason": "Unrelated tokenizer issues: runtime special-token updates versus LayoutLMv2 NER/padding crashes." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are distinct tokenizer bugs." + "reason": "Both involve cache/indexing, but the concrete failures differ and do not clearly share one underlying defect." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex/fix_mistral_regex paths, but one is an attribute error loading Mistral and the other is a Kimi tokenizer regression with codec handling/warnings." + "reason": "Same helper area, but the symptoms differ enough that they do not clearly reflect one underlying bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." + "reason": "Completely unrelated: image processor segmentation maps versus a GenerationMixin import error." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Both are RT-DETR related, but one is a bad output field in VideoPrism and the other is a forward TypeError when backbone feature levels are insufficient." + "reason": "Unrelated tokenizer regression versus a hub API forwarding bug." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer regression/warning handling and list_repo_files revision forwarding are different subsystems and bugs." + "reason": "Different vision-model bugs: output-field mix-up versus an RT-DETR feature-level type error." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache get_seq_length returning the wrong type and VideoPrism output-field misassignment are unrelated." + "reason": "Cache sequence-length contract bug versus a VideoPrism output-field bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to quantization/offloading." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC forward/from_latents mismatch are separate model/backend issues." + "reason": "Different model behaviors: packed-weight loading versus DAC latent reconstruction mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight unpacking are unrelated tokenizer vs. model-loading failures." + "reason": "Tokenizer special-token registration bug versus BitNet packed-weight loading." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer API regression and Kosmos2.5 long-OCR index error are different multimodal bugs." + "reason": "Both are multimodal input issues, but one is a processor/tokenizer regression and the other is a long OCR index error." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "A Bamba torch.compile/SDPA failure and an MLukeTokenizer AttributeError are unrelated." + "reason": "Different tokenizer failures: AddedToken constructor misuse versus a model-loading failure." }, { "left": "issue:43550", - "right": "issue:45072", + "right": "issue:44361", "accept": false, - "reason": "Both are inference/runtime regressions, but one is a compile+SDPA failure and the other is a bfloat16 dtype mismatch in different models." + "reason": "Unrelated: a Bamba SDPA/torch.compile bug versus an MLukeTokenizer attribute error." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "AddedToken special-argument duplication and failure to load cjvt/sleng-bert are not the same concrete bug." + "reason": "Different failures: SDPA compilation bug versus dtype mismatch in inference." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "A deepspeed zero3/BertModel index error and an fbank feature extraction issue are unrelated." + "reason": "Different code paths: DeepSpeed zero3/BertModel indexing versus fbank feature extraction." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input Qwen issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token count mismatch in Qwen3.5-9B." + "reason": "Both are Qwen video-input reports, but they target different models and different failing stages." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." + "reason": "Unrelated: Qwen2.5-VL video position IDs versus a long-context FA2 performance regression." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward and a cache length tensor/type bug are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing fields from AutoConfig with trust_remote_code are different bugs." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "Both are loading-related, but one concerns base_model_prefix handling in Transformers 5.0 and the other inconsistent from_pretrained behavior inside Python classes." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Tokenizer special-token decode behavior and DAC latent/forward mismatch do not share an underlying code path." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different subsystems." + "reason": "Different bugs: Gemma3n forward variable collision versus static cache sequence-length tensor arithmetic." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The two accepted soft pairs may well be related, but the packet only gives titles/body lengths and similarity scores, not enough to justify claims like \u201cexact same crash\u201d or a specific shared mechanism for issue:42886 and issue:44843. Please downgrade these to conservative language such as \u201clikely duplicate/closely related\u201d unless the bodies explicitly confirm the same root cause. The overall conclusion should stay grounded in the visible evidence and avoid asserting exact duplication from title-level similarity alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 18, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:30064", "issue:34634", @@ -5686,34 +5734,34 @@ "issue:43322", "issue:43335", "issue:43388", + "issue:43531", "issue:43540", "issue:43550", - "issue:43577", "issue:43606", + "issue:43611", + "issue:43618", "issue:43643", "issue:43644", - "issue:43716", + "issue:43653", + "issue:43697", "issue:43749", "issue:43756", - "issue:43782", - "issue:43818", "issue:43819", "issue:43825", - "issue:43950", "issue:43994", "issue:44008", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", - "issue:44479", "issue:44485", "issue:44509", + "issue:44661", "issue:44671", "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", "issue:45081", @@ -5723,23 +5771,28 @@ "issue:45584", "issue:45685", "issue:45834", - "issue:45987", - "issue:46032" + "issue:46032", + "issue:46665" ], "soft_pairs": [ + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:43335|issue:43756", + "issue:44220|issue:44661", + "issue:43618|issue:43697", "issue:41720|issue:44991", - "issue:43643|issue:44877", "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:43335|issue:43756", "issue:43550|issue:43819", "issue:44843|issue:45081", "issue:44485|issue:44509", - "issue:43540|issue:44008", "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", + "issue:43540|issue:44008", "issue:43644|issue:43749", "issue:45183|issue:45479", "issue:34634|issue:36010", @@ -5747,197 +5800,192 @@ "issue:45584|issue:45834", "issue:43606|issue:45072", "issue:43388|issue:46032", - "issue:44479|issue:45834", - "issue:43825|issue:43994", - "issue:43716|issue:44008", - "issue:43577|issue:43818", - "issue:43950|issue:45987", - "issue:43782|issue:44977" + "issue:43825|issue:43994" ], - "prepared_review_unit_hash": "57774820166c9aac55c2058ed9b963b83f7ea13fdedc95a29dca6accbe4f56c4", + "prepared_review_unit_hash": "f32181dee1ca3bd7e0e79d58b55318dd7d5b3d4ae0fad6afa80113b2fe76467a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35864, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across tokenizers, multimodal processors, loading, training, and docs. None of the candidate pairs look like the same underlying defect, so there is no meaningful duplicate consolidation here.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated bugs in tokenizers, vision/multimodal loading, training, and docs.", + "summary": "This cluster is mostly a bag of unrelated Transformers issues. The only borderline-related pair is the Mistral `_patch_mistral_regex` reports, but they describe different failure modes, so there are no true duplicates to merge.", + "confidence": 0.9, + "canonical_issue_reason": "45081 is the most concrete and actionable issue in the set, with a clear reproducible traceback and multiple inbound references. The rest of the items are heterogeneous and do not form a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because none of the soft pairs appear to be true duplicates or one underlying defect.", + "best_issue_reason": "45081 is the best representative issue to anchor triage because it has the sharpest bug report and sits in the only closely related subtopic; however, it should not be treated as a true duplicate of 44843.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different models and failures: sliding_window/MoE behavior vs missing fields in AutoConfig with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated code paths." + }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: tokenizer crash on NER/padding vs Perceiver image-classification resolution handling." + "reason": "Tokenizer padding/truncation crash vs Perceiver image-classification resolution handling; different subsystems and symptoms." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs add-new-model-like tokenizer mapping issue; no shared concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Unrelated architecture bugs: sparse-layer creation in SwitchTransformers vs RoPE layer dropping in Smollm3." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model-level regressions." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different subsystems entirely: Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for est-roberta are unrelated failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same bug." + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech; different bugs." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated code paths." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer count are distinct model-configuration problems." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs DAC latent reconstruction mismatch." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents output mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area, but different bugs: offline model_info call vs backend_tokenizer attribute crash in Mistral regex patching." + "reason": "Same helper name, but one bug is an unconditional model_info() call breaking offline mode and the other is a backend_tokenizer attribute crash; related code, different defects." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to docs mentioning removed pipeline tasks." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Different multimodal models and errors: Qwen3OmniMoe video processing vs Gemma3n variable name collision." + "reason": "GLM-5 RoPE implementation discussion and stale docs about removed pipeline tasks are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated: AutoImageProcessor URL loading vs a template compilation TypeError." + "reason": "AutoImageProcessor URL loading and template compilation errors have no common underlying code path." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 doc/quantization issues vs Kosmos2.5 long-OCR index error." + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long OCR index errors are separate issues." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer padding/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to FastSpeech2ConformerTokenizer loading." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different regressions in different models: Pegasus output drift vs CamemBERT masked-LM errors." + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe and Gemma 3n variable-name collision are different bugs." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading behavior, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM efficient loading." + "reason": "Non-persistent buffer initialization bug and FSDP RAM-efficient loading failure are not the same problem." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation error messaging for input_ids/inputs_embeds is unrelated to single-label classification zero-loss behavior." + "reason": "Input validation messaging and degenerate zero-loss classification behavior are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are distinct issues." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram Int support error are unrelated." + "reason": "Llava Next loading segfault and MPS histogram support for Int are unrelated failures." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Whisper empty transcription handling and Kosmos2.5 long OCR indexing do not share a concrete bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both involve device/dtype issues, but they affect different models and code paths with different root causes." + "reason": "CPU-offload device mismatch in Bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different runtime issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated bugs." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Different multimodal regressions: Qwen VL video-input breakage vs Kosmos2.5 OCR index error." + "reason": "Last-batch label dropping in gather_for_metrics is unrelated to Mamba2Mixer use_cache correctness." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Docs/error-message mismatch for removed pipeline tasks is unrelated to SigLIP2 model output quality." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral-3 dtype mismatch and Gemma3n attribute collision are different bugs in different models." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Non-persistent buffer corruption and StaticCache return-type mismatch are unrelated core regressions." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen3-family failures: from_pretrained weight_only loading vs flash-attention generation." + "reason": "Pipeline task messaging/docs regression and SigLIP2 nonsensical outputs are not the same bug." } ] }, @@ -5951,58 +5999,57 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 19, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36331", "issue:42175", - "issue:43262", "issue:43421", "issue:43540", "issue:43577", "issue:43582", "issue:43645", - "issue:43653", + "issue:43716", "issue:43720", "issue:43749", "issue:43782", - "issue:43819", + "issue:43818", "issue:43825", "issue:43827", "issue:43931", + "issue:43950", + "issue:44008", "issue:44291", + "issue:44479", "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44811", - "issue:44857", - "issue:44912", "issue:44936", + "issue:44977", "issue:44991", "issue:45003", "issue:45020", "issue:45072", "issue:45081", - "issue:45325", - "issue:45372", "issue:45381", - "issue:45406", "issue:45701", + "issue:45834", + "issue:45987", "issue:46285", "issue:46291", "issue:46294", - "issue:46326", "issue:46463", "issue:46512", "issue:46665", @@ -6011,223 +6058,219 @@ "issue:46846" ], "soft_pairs": [ + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43950|issue:45987", "issue:43582|issue:46512", "issue:44991|issue:46291", - "issue:46294|issue:46463", + "issue:43716|issue:44008", "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:46294|issue:46463", "issue:43931|issue:46846", "issue:43540|issue:45381", "issue:43825|issue:43827", "issue:44610|issue:45072", "issue:44805|issue:44936", - "issue:43720|issue:45072", "issue:28218|issue:29159", + "issue:43720|issue:45072", "issue:43749|issue:44291", "issue:43645|issue:46665", - "issue:43577|issue:43582", "issue:44671|issue:45701", + "issue:43577|issue:43582", "issue:42175|issue:45081", "issue:34634|issue:36331", "issue:45003|issue:46285", - "issue:46697|issue:46728", - "issue:43653|issue:44912", - "issue:43262|issue:43819", - "issue:43782|issue:45325", - "issue:45081|issue:45406", - "issue:43582|issue:44857", - "issue:45372|issue:46326" + "issue:46697|issue:46728" ], - "prepared_review_unit_hash": "13faedc36b07ab4895f90610aea701b16e35662307700bdcf528430e667d0c0e", + "prepared_review_unit_hash": "d136e9141653af35aff636d853d736e257efd4f4370069c13490568e59cbc518", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35940, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35050, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs are only loosely theme-matched (tokenizers, v5 regressions, loading, VL/video), but none look like the same concrete bug or change that could be merged into one fix PR.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion and inbound references, and it describes a concrete, actionable loading regression.", + "summary": "Most pairs are clearly distinct regressions across different models, loading paths, or utilities. The tokenizer pair is the only plausible overlap, but the packet does not show enough evidence to treat it as a confirmed duplicate; it should be framed as a likely related report rather than an accepted duplicate.", + "confidence": 0.56, + "canonical_issue_reason": "issue:28218 is the strongest representative of the tokenizer spacing symptom because it is the earlier, more concrete report and has inbound references, but the evidence only supports a plausible match, not a confirmed duplicate relationship.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best overall anchor for the set because it is well-discussed, specific, and clearly reproducible; the other items are mostly separate bugs.", + "best_issue_reason": "issue:28218 is the best issue candidate because it is the most specific description of the tokenizer spacing regression and the earliest anchor among the related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failure modes: Qwen video-input regression vs Kosmos2.5 OCR/long-input indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is a weight_only load error and the other is a flash-attention generation issue; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP-2 dtype/loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption and StaticCache return-type mismatch are different bugs." + }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different dtype/loading problems: Apple Silicon warmup TypeError vs stale model.config.dtype after from_config()." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to from_config leaving config.dtype stale." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Both are version-related loading failures, but one is tokenizer loading for a specific model while the other is a kernels import dependency issue." + "reason": "Tokenizer loading regression for one model and kernels import/dependency failure are unrelated." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input error messaging." + "reason": "Different multimodal failures: image preprocessor/model dtype mismatch vs Gemma3n variable collision in forward()." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizer behavior, but one is special-token post-processor updates and the other is batch_decode skip_special_tokens handling." + "reason": "Special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are not the same underlying issue." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "45020 is a broad umbrella for remote_code breakages, but 44561 is a specific v5 API removal regression; not the same concrete bug." + "reason": "Removed helper breakage and unsafe sys.modules access are distinct root causes for trust_remote_code failures." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different model-loading/sharding failures for different Qwen variants and different symptoms." + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP-plan entries are different loading/parallelism problems." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen model families and different internal code paths." + "reason": "Separate video-input regressions in different model families with different symptoms." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to v5 pipeline removal, but one is an error-message issue and the other is stale docs; separate fixes." + "reason": "Incorrect translation-task error message and stale docs after pipeline removals are related thematically but not the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different vision/dtype regressions in different models; no shared failing code path." + "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape indexing crash vs trainer evaluate-after-train failure; these are unrelated runtime bugs." + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train are different training/runtime failures." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "They look plausibly related around tokenizer added-token handling and slow/fast inconsistency, but the packet does not establish the same concrete bug well enough to merge as duplicates." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both mention tokenizer inconsistencies, but one is added-token spacing and the other is a broad slow/fast tokenizer mismatch." + "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatch are different inference/loading bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different failures." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument mismatch are different breakages." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both touch custom model initialization, but one is a Jupyter notebook regression and the other is from_pretrained inside Python classes." + "reason": "Jupyter custom-model initialization breakage differs from from_pretrained behaving inconsistently inside Python classes." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related in theme but not clearly the same bug." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "One reports wrong masked LM predictions; the other reports tokenizer output changes. Similar area, not the same issue." + "reason": "BLIP-2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Completely different subsystems: package extras/backend selection vs Mistral tokenizer regex patching." + "reason": "TensorFlow backend packaging and tokenizer regex patch crash are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated models and failure modes: Bark voice preset handling vs Trainer.compute_loss signature mismatch." + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss argument mismatch are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety issue vs CLIP class structure inconsistency; no shared code path." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different changes." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image sizing/padding, but they are distinct model-specific preprocessing bugs." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "BigBird special-token registration bug vs MXFP4 quantization load fallback; unrelated causes." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate problems." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Different VL model regressions with different symptoms: weight_only loading error vs rope/position-id scaling bug." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Both raise AttributeError around tokenizer/processor loading, but they involve different objects and different root causes." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Apple Silicon TypeError and CUDA AMP crash are unrelated runtime environments and code paths." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." + "reason": "Both are image-processing issues, but one is over-padding and the other is patch-count calculation for a different model." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and grounded in the titles, but the summary overstates the tokenizer pair. The packet does not show an explicit duplicate link or accepted-duplicate status between issue:28218 and issue:29159; it only shows similar wording and inbound references on issue:28218. Phrases like \"accepted duplicate pair\" and \"earlier anchor report\" are stronger than the evidence supports. Please keep that pair framed as a plausible match rather than a confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6235,19 +6278,18 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 20, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36010", "issue:36331", - "issue:38175", "issue:39692", "issue:42175", "issue:42490", @@ -6258,275 +6300,269 @@ "issue:43526", "issue:43531", "issue:43550", + "issue:43582", "issue:43638", "issue:43643", "issue:43645", - "issue:43696", + "issue:43653", "issue:43697", "issue:43720", "issue:43742", "issue:43746", + "issue:43782", "issue:43819", - "issue:43854", "issue:43906", "issue:43927", - "issue:43931", "issue:44060", "issue:44368", - "issue:44387", "issue:44554", "issue:44589", "issue:44610", - "issue:44617", "issue:44811", + "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45042", + "issue:45081", "issue:45084", - "issue:45459", + "issue:45325", + "issue:45372", + "issue:45406", "issue:45538", "issue:45600", "issue:45759", - "issue:45803", "issue:46209", - "issue:46291" + "issue:46291", + "issue:46326" ], "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", "issue:44589|issue:45042", - "issue:43742|issue:45020", "issue:43550|issue:44912", + "issue:43742|issue:45020", "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43526|issue:43697", "issue:44060|issue:44368", - "issue:45084|issue:45538", "issue:43452|issue:44991", "issue:43526|issue:44554", - "issue:43906|issue:46209", "issue:43257|issue:43329", + "issue:43906|issue:46209", "issue:36010|issue:36331", "issue:43819|issue:43927", "issue:36010|issue:43645", - "issue:43638|issue:44936", "issue:43531|issue:45042", + "issue:43638|issue:44936", "issue:42175|issue:46291", "issue:43720|issue:44610", "issue:42490|issue:43257", "issue:39692|issue:44912", "issue:43746|issue:44811", - "issue:38175|issue:44610", - "issue:43643|issue:45759", - "issue:43854|issue:44977", - "issue:43257|issue:43696", - "issue:43262|issue:44811", - "issue:44387|issue:44617", - "issue:43257|issue:43931", - "issue:45459|issue:45803" + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "79d880de61bf6faa5a1dee3ba5cabe0fce7d79d2d24be259e97abb143723f006", + "prepared_review_unit_hash": "665b662b7d59170b11b21901a7e01c159435b5784f0add6ade28fc70ba0bcb0f", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 28, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it spans unrelated Transformers issues across loading, quantization, trainer, processor, and model-specific regressions. I do not see a true duplicate cluster, so all soft-edge links are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression report in the set (recent versions breaking remote_code/custom-model loading), but the overall cluster is too mixed to treat it as a true duplicate umbrella.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad similarity in language (loading, config, quantization, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The broadest, most representative issue is the general remote-code regression report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set: it describes a general regression affecting recent Transformers versions and remote_code models, which makes it the best umbrella anchor for this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue by breadth and impact, though it is not a duplicate match for the rest of the items.", + "best_issue_reason": "issue:45020 is the most representative issue overall because it captures a cross-cutting regression pattern rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different subsystems and failures: FP8 storage lookup vs PIL/image-processor dependency handling." + "reason": "Completely different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate mismatch is unrelated to DAC latent reconstruction behavior." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL models and different failure modes: weight_only loading vs rope/position-id scaling." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error and the other is a continue_final_message tokenizer bug; not the same code path." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different objects and failures: tokenizer regex patching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to CUDA float16 loss crashes." + }, + { + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve loading, but one is a specific MobileLLM key error and the other is a broader remote_code regression." + "reason": "Storage-object lookup failure is unrelated to PIL backend torchvision dependency handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated code paths: torch.compile/SDPA behavior vs MXFP4 loading fallback." + "reason": "Bamba SDPA/torch.compile correctness issue is not the same as MXFP4 loading fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key error is a specific model/config issue, not the same bug as the broad remote_code regression." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different bugs: multimodal token counting video branch vs stale auto_mappings config references." + "reason": "Video multimodal token counting bug is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Distinct model families and symptoms: BEiT label reduction vs RTDetr output mismatch." + "reason": "BEiT reduce_labels bug is unrelated to RTDetrV2 output changes." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar theme of tied-weights warnings, but different models and concrete failure modes; not the same bug." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Unrelated: template-node compilation error vs CLIPTokenizer max_length constant." + "reason": "Similar warning theme, but one is a tied-weights implementation bug and the other is a user-facing warning during LoRA fine-tuning; too different to merge." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading issues, but one is a gguf_file API break and the other is a specific tokenizer regression." + "reason": "GGUF support breakage is a different loading path from EMBEDDIA tokenizer loading failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different functionality entirely: image label reduction vs MPS attention correctness." + "reason": "Label reduction bug in BEiT is unrelated to the MPS attention correctness issue." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "No concrete overlap: isolated reproduction of an older issue vs FP8 inference on B200." + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different areas: Qwen3 MoE weight conversion/loading vs multimodal token counting in video processing." + "reason": "An isolated reproduction of an older issue is unrelated to the FP8/B200 inference failure." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the custom trainer compute_loss signature error." + "reason": "GenerationMixin import failure is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model components and bugs: DAC STE mismatch vs DiaConfig save/load token IDs." + "reason": "DAC latent/STE mismatch is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both mention model loading/custom code, but one is an import path issue and the other is a Jupyter custom-model init regression." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Different training lifecycle problems: ZeRO-3/non-pretrained BERT index error vs evaluate-after-train failure." + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different breakages with different mechanisms." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding_window logic has nothing to do with PIL backend torchvision requirements." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 training crash on non-pretrained BERT is not the same as evaluate-after-train behavior." + }, + { + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Packaging/backend inclusion issue vs kernels version/revision requirement during pipelines import." + "reason": "Packaging backend omission for tensorflow is unrelated to importing pipelines with kernels v0.15." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different subsystems: accelerate packed-weight loading vs OmDet-Turbo processor image-size mismatch." + "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning and Qwen3 MoE weight conversion are separate loading bugs." + "reason": "Trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc/example errors for SigLIP2 are not the same as MXFP4 quantized loading fallback behavior." + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 quantization fallback." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading regressions, but one loses fields with trust_remote_code and the other fails to unwrap text_config in composite multimodal configs." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "Different model-specific generation/loading problems: GLM-4.7-Flash unit-test load failure vs Qwen3.5 flash-attention generation bug." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MoE weight conversion issue is unrelated to GPT-oss-20b CUDA OOM." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaulting is unrelated to Whisper decode special-token handling." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a straightforward model memory exhaustion case." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Different Qwen3-family failures: MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and root causes; not the same concrete bug." + "reason": "Missing fields from AutoConfig with trust_remote_code and text_config unwrapping in AutoModelForCausalLM are different config-loading bugs." } ] }, @@ -6540,29 +6576,26 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 21, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28282", - "issue:29127", "issue:29159", "issue:29870", - "issue:33357", "issue:34567", - "issue:34689", + "issue:38175", "issue:40990", - "issue:42175", "issue:42915", + "issue:43257", + "issue:43262", "issue:43329", - "issue:43404", - "issue:43425", "issue:43450", "issue:43454", "issue:43525", @@ -6570,256 +6603,250 @@ "issue:43577", "issue:43606", "issue:43650", - "issue:43697", + "issue:43696", "issue:43742", "issue:43749", - "issue:43824", + "issue:43854", "issue:43906", "issue:43927", + "issue:43931", "issue:44291", + "issue:44387", "issue:44479", "issue:44568", + "issue:44610", + "issue:44617", "issue:44756", + "issue:44811", "issue:44821", "issue:44857", "issue:44912", + "issue:44977", "issue:44987", "issue:45042", - "issue:45127", - "issue:45137", "issue:45356", - "issue:45357", - "issue:45405", + "issue:45459", "issue:45538", + "issue:45803", "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", - "issue:46832", - "issue:46869" + "issue:46832" ], "soft_pairs": [ + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", "issue:46421|issue:46424", + "issue:45459|issue:45803", "issue:43329|issue:43450", "issue:43329|issue:44479", "issue:42915|issue:43742", - "issue:43650|issue:43906", "issue:43749|issue:44756", "issue:34567|issue:40990", + "issue:43650|issue:43906", "issue:44291|issue:45042", - "issue:43540|issue:46701", - "issue:43606|issue:45859", "issue:42915|issue:44821", + "issue:43606|issue:45859", "issue:29159|issue:34567", + "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:28282|issue:29870", + "issue:44568|issue:45356", "issue:44857|issue:46832", "issue:43454|issue:43577", - "issue:44568|issue:45356", "issue:43525|issue:46291", - "issue:44987|issue:45538", - "issue:45538|issue:46869", - "issue:28282|issue:34689", - "issue:43697|issue:45357", - "issue:33357|issue:34567", - "issue:43404|issue:45127", - "issue:43425|issue:46291", - "issue:45137|issue:45405", - "issue:42915|issue:45538", - "issue:42175|issue:43824", - "issue:28282|issue:29127" + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "2b4c8f7807899ee7273c4116dfa0b04514d843850545c406d979546930d4cc8e", + "prepared_review_unit_hash": "0b6f4884fa72b20d3c1eded454447318bd00a7e34f28bbf649431ae6b0ea95f1", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36493, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "soft_pair_count": 26, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model-loading, tokenizer, video-processing, cache, and offload issues that do not describe the same underlying bug. I rejected all soft-edge duplicate candidates.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43749 has the strongest signal in the set (high discussion and inbound references) and is a substantive infrastructure bug, but the cluster as a whole is not a clean duplicate group.", + "summary": "This set does not contain a true duplicate cluster: the soft pairs are mostly same-subsystem, different-bug reports (tokenizers, video inputs, memory, loading, cache, etc.). I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43257 is the best single issue anchor because it is a concrete, reproducible loader failure with a clear model/config combination and a specific bad behavior, making it a strong representative bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most central and impactful issue in this mixed cluster, with the most evidence of downstream attention and a broadly relevant failure mode.", + "best_issue_reason": "issue:43257 is the strongest standalone issue in this set for triage purposes: narrow scope, explicit failure mode, and likely actionable root cause. It is not a duplicate of the others, just the best representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both are cache-related, but one is about lazy init causing recompilation and the other about max_cache_length semantics; different bugs." + "reason": "Both are model-processing regressions, but one is zero-probabilities in SigLIP2 while the other is an input-size mismatch in OmDet-Turbo; different code paths and failure modes." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both involve video processors, but one is an undefined-variable bug in multimodal token counting and the other is an input-shape bug." + "reason": "Different models and symptoms: GLM-4.7 load/test failure versus Qwen3.5 flash-attention generation regression. Same broad area only." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "44479 is a broad video-input regression across several models; 43329 is a specific undefined-variable issue. Related area, not the same concrete defect." + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM during inference." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Different models and failure modes: FineGrainedFP8Config handling vs a key error while loading MobileLLM-125M." + "reason": "Audio chat-template sample-rate handling and Whisper batch_decode skip_special_tokens are separate processor bugs." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Unrelated: a nonsensical 'ADD THE DATA' issue versus an isolated reproduction report." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Sam3Video inference OOM; no shared concrete bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Different memory/loading problems in different environments; one is FSDP CPU RAM efficient loading, the other is Strix Halo mmap OOM." + "reason": "Both involve Qwen models, but one is MoE weight conversion under accelerate/deepspeed and the other is a VL shape-mismatch loading failure." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "TrainerState token accounting is unrelated to a perplexity regression on gpt-oss-20b." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling versus image processor dependency requirements." + "reason": "Both concern bad exception handling, but they affect different code paths and errors; not the same underlying bug." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Separate pipelines/models and different failure types; both are multimodal but not the same bug." + "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is incorrect batched video processor output shape." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths, so they are not the same defect." + "reason": "The v5.3.0 video regression is broader and model-specific; this issue is a missing/undefined code-path in multimodal token counting." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:43742", "accept": false, - "reason": "Different issues: model loading for Qwen3Moe FP8 versus loading AutoImageProcessor from URL." + "reason": "Different failures: Qwen3 MoE FineGrainedFP8 config versus a MobileLLM key error during loading." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer inconsistency and token-count tracking are unrelated." + "reason": "Both are memory-related, but one is broken FSDP CPU-RAM-efficient loading and the other is mmap-related OOM on Strix Halo." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Custom token IDs being lost on save/load is unrelated to MXFP4 quantization fallback." + "reason": "Trainer token counting not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "PyTorch import error versus Bart generate() unbound local error; no shared bug." + "reason": "No shared bug: one is an empty/invalid issue, the other is a reproduction of a separate upstream issue." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are RT-DETR family, but one is an AMP/CUDA loss crash and the other is a feature-level mismatch in forward." + "reason": "Init-empty-weights TypeError and PIL backend torchvision requirement are unrelated loader/environment regressions." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve model loading/state, but one is untied lm_head weights and the other is dtype propagation in BLIP2." + "reason": "Qwen3 MoE FP8 loading failure is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." + "reason": "Both involve offload/memory-sensitive model behavior, but one is CPU-offload device mismatch for bark-small and the other is a Qwen3_5Moe rotary embedding compatibility bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels package version/revision requirements in transformers.pipelines." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updating are distinct issues in different subsystems." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "A model-loading regression and a tokenizer max_length constant issue are not the same bug." + "reason": "Qwen3OmniMoe video-input processing error and DiffusionGemma image-text-to-text pipeline failure are different model pipelines and bugs." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Tokenizer configuration bug versus YOLO multi-GPU device-map failure." + "reason": "DiaConfig custom-token-ID persistence and gpt-oss-20b MXFP4 quantization fallback are unrelated loading/quantization issues." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", "accept": false, - "reason": "Different model-loading failures with different root causes and affected models." + "reason": "AutoModel missing PyTorch and BART decoder_attention_mask unbound are entirely different errors." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key issues are separate problems." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different root causes/symptoms." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "MacOS CLIP bus error and trainer token counting are unrelated." + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level TypeError are different detection-model bugs." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both mention tied embeddings, but one is a specific untied lm_head bug in Mistral3 and the other is LoRA merge collapse after vocab extension." + "reason": "AyaVision weight tying causing garbage text and Blip2 dtype mismatch are separate model-initialization problems." }, { - "left": "issue:43425", + "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels version/revision requirements are different dependency issues." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "ZeRO3 deque error is unrelated to an unreleased PEFT version bump." + "reason": "Llama4Config missing pad_token_id is unrelated to transformers.pipelines import failure with kernels v0.15." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are unrelated." + "reason": "Physical-intelligence/fast loading regression and CLIPTokenizer model_max_length misuse are unrelated issues." } ] }, @@ -6833,310 +6860,289 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 22, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:24643", "issue:27957", "issue:28282", + "issue:29127", "issue:29159", + "issue:33357", "issue:34567", - "issue:36331", - "issue:38175", + "issue:34689", "issue:41720", "issue:42175", "issue:42915", - "issue:43257", + "issue:43404", + "issue:43425", "issue:43452", "issue:43540", "issue:43577", "issue:43582", - "issue:43716", + "issue:43697", "issue:43742", "issue:43749", - "issue:43756", + "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", - "issue:44589", "issue:44792", - "issue:44821", "issue:44849", - "issue:44898", "issue:44936", "issue:44964", "issue:44987", "issue:44991", - "issue:45042", - "issue:45081", - "issue:45325", + "issue:45127", + "issue:45137", + "issue:45357", "issue:45381", + "issue:45405", "issue:45488", + "issue:45538", "issue:45701", "issue:45907", - "issue:46399", - "issue:46491", + "issue:46291", "issue:46512", "issue:46693", - "issue:46701", - "issue:46821" + "issue:46821", + "issue:46869" ], "soft_pairs": [ + "issue:45538|issue:46869", + "issue:28282|issue:34689", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43742|issue:44291", - "issue:44849|issue:45701", "issue:44936|issue:46821", "issue:43577|issue:46512", "issue:42915|issue:43749", + "issue:44849|issue:45701", "issue:43452|issue:43582", "issue:27957|issue:28282", "issue:24643|issue:29159", - "issue:41720|issue:43540", "issue:44987|issue:45907", + "issue:41720|issue:43540", "issue:43540|issue:44560", + "issue:44568|issue:45488", "issue:42175|issue:44488", "issue:44479|issue:45381", - "issue:43540|issue:44479", - "issue:44568|issue:45488", - "issue:44792|issue:44964", - "issue:38175|issue:44898", - "issue:43257|issue:43756", - "issue:34567|issue:36331", - "issue:44291|issue:44821", - "issue:44062|issue:45081", - "issue:43582|issue:46821", - "issue:43756|issue:46399", - "issue:43742|issue:44589", - "issue:45042|issue:45081", - "issue:43756|issue:45325", - "issue:43716|issue:46701", - "issue:44568|issue:46491" + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "1d09cd765f3dd6694cb8f41c4dab4f18b647a88c4b727775c027ec056a7ca87b", + "prepared_review_unit_hash": "3959a113185a47102c0a86b994680d06496299aae720f5c8b06369702e787585", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36160, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 }, "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 across tokenizers, training, multimodal loading, and Qwen variants. I only see one convincing duplicate-style pair around Qwen2.5-VL video position-id handling.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44479 is the broader Qwen video-input regression report and best matches the likely duplicate pair, with the clearest high-level description of the underlying position-id bug.", + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports across different models, tokenizers, training paths, and platform issues. The only plausible duplicate-like pair is the Qwen video-input regression pair; the rest do not look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the best umbrella issue: it describes the broad v5.3.0 video-input regression affecting multiple Qwen VL variants, and it can naturally subsume the narrower Qwen2.5-VL report in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 has the broadest impact and strongest activity signal in the set, with a silent tokenizer regression affecting a major model family.", + "best_issue_reason": "44479 is the most representative global issue because it captures the broadest recurring bug pattern in this set and has the clearest scope for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different bugs: Qwen video-input regression vs FA2 long-context performance regression." + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failures are unrelated code paths and symptoms." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both tokenizer-loading failures, but the titles point to different underlying causes and models." + "reason": "One is an environment/import error for PyTorch availability; the other is a model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Unrelated loader errors: MobileLLM key error vs init_empty_weights argument mismatch." + "reason": "RTDetrV2 output-difference regression and Qwen3.5 save_pretrained key mapping are different bugs in different model flows." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different issues: Qwen3.5 hidden-states behavior vs broad tokenization-version change." + "reason": "Missing lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are not the same underlying defect." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are separate code paths." + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Both mention dtype, but one is wrong model loading dtype and the other is stale config metadata." + "reason": "Torch version incompatibility and kernels revision/version requirement failures are separate dependency issues." }, { "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Different failure modes: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF tokenizer/model loading and Apple Silicon allocator warmup are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:28282", + "right": "issue:45538", "accept": false, - "reason": "XLMRoberta Flash Attention and missing PyTorch backend are not the same bug." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length are different subsystems and failure modes." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "DeepSpeed training weight shape error vs tokenizer inconsistency." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different Qwen issues: auto device mapping CUDA assert vs video-input processing error." + "reason": "Missing TensorFlow backend from an install extra and a missing Qwen2_5_VL import are unrelated packaging/model issues." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Model loading regression and Hub API revision-forwarding bug are unrelated." + "reason": "PyTorch-not-found import failure and LayoutLMv3 box-content error messaging are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Both are video-related Qwen bugs, but the model, symptom, and code path differ." + "reason": "The former is a functional video-input regression for Qwen VL models; the latter is a performance regression in long-context generation with FA2." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen2.5-VL/Qwen video position-id regression in 5.3.0; one report is broader, the other a specific symptom." + "reason": "AddedToken special-argument duplication and tokenizer-loading failure for est-roberta are different tokenizer bugs." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both involve Qwen video inputs, but they affect different models and surface as different failures." + "reason": "MobileLLM loading KeyError and init_empty_weights unexpected argument are distinct loading-time errors." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer special-token regression and LlamaTokenizer pre-tokenizer override are distinct bugs." + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are unrelated trainer/model issues." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Different multimodal model failures with no clear shared code-path." + "reason": "One concerns model/qformer parameter dtypes after loading BLIP2; the other concerns config.dtype staying stale in from_config." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Different vision-model bugs: SigLIP zero probabilities vs Perceiver non-default resolution failure." + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are unrelated training/loading paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + "reason": "Qwen3.5 output_hidden_states behavior and tokenization-version changes do not describe the same bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "TrainerState token-count tracking and custom compute_loss API breakage are separate trainer issues." + "reason": "gguf_file loading breaks and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated." + "reason": "Flash Attention 2 behavior for XLMRoberta and missing PyTorch import are not the same issue." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." + "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and forwarding revision in list_repo_files are different repository/API issues." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "RoPE-layer issue and Qwen3.5 kernel-registration crash are different problems." + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failure modes and likely different code paths." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Key error loading MobileLLM and missing Float8 storage object are not the same failure." + "reason": "Both involve Qwen video processing, but the models and errors differ enough that they do not clearly share one underlying bug." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "PIL backend torchvision dependency regression and Mistral regex patch crash are unrelated." + "reason": "These are different tokenizer regressions affecting different model families and tokenization behaviors." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different Qwen/Smollm issues with separate symptoms and fixes." + "reason": "TensorFlow install-backend packaging and a model-loading failure for cjvt/sleng-bert are unrelated." }, { - "left": "issue:43716", - "right": "issue:46701", - "accept": false, - "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline failure are unrelated." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen2.5-VL video-input regression, with 45381 looking like a narrower manifestation of the broader bug in 44479." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both tokenizer regressions, but one is missing BOS/EOS and the other is encode-decode space preservation." + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading are different multimodal issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44479 vs issue:45381, is reasonably supported by the titles as the same Qwen2.5-VL video position-id regression at different levels of specificity. The remaining rejections are also cautious and consistent with the evidence." + "feedback": "The summary is well grounded in the packet: 44479 is clearly the broad v5.3.0 video-input regression issue, and 45381 is a narrower Qwen2.5-VL manifestation. The other soft-edge rejections are conservative and generally supported by the issue titles and descriptions. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -7147,585 +7153,575 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 23, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:24643", - "issue:28282", "issue:29870", - "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", "issue:43452", - "issue:43526", "issue:43531", "issue:43540", "issue:43577", - "issue:43643", - "issue:43653", + "issue:43582", "issue:43697", - "issue:43720", - "issue:43761", - "issue:43819", + "issue:43716", + "issue:43742", + "issue:43756", "issue:43906", - "issue:44361", - "issue:44442", - "issue:44466", + "issue:44062", + "issue:44291", + "issue:44479", "issue:44488", - "issue:44493", + "issue:44568", + "issue:44589", "issue:44625", "issue:44737", - "issue:44811", "issue:44821", "issue:44877", "issue:44898", - "issue:44913", - "issue:45005", + "issue:45042", "issue:45072", - "issue:45200", - "issue:45216", + "issue:45081", + "issue:45325", "issue:45357", - "issue:45375", "issue:45405", - "issue:45479", - "issue:45588", "issue:45600", "issue:45663", + "issue:45672", + "issue:45674", "issue:45823", "issue:45920", - "issue:46050", - "issue:46121", + "issue:46399", "issue:46463", "issue:46468", + "issue:46491", "issue:46693", + "issue:46701", + "issue:46821", "issue:46829", "issue:46846" ], "soft_pairs": [ - "issue:44737|issue:46463", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:45672|issue:45674", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43716|issue:46701", "issue:45405|issue:45600", - "issue:43577|issue:45072", + "issue:44737|issue:46463", "issue:43906|issue:46468", - "issue:45823|issue:46463", + "issue:43577|issue:45072", "issue:43531|issue:44821", - "issue:43906|issue:46693", "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:45823|issue:46463", "issue:43452|issue:44488", "issue:43697|issue:46829", "issue:44625|issue:44877", - "issue:45663|issue:46846", - "issue:43526|issue:45479", "issue:45357|issue:45920", - "issue:44737|issue:45588", - "issue:43540|issue:46693", - "issue:44913|issue:46121", - "issue:28282|issue:32090", - "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:43643|issue:45375", - "issue:43761|issue:46829", - "issue:45200|issue:46463", - "issue:44466|issue:45005", - "issue:44493|issue:46050", - "issue:44361|issue:44442", - "issue:43819|issue:44811", - "issue:43653|issue:44361" + "issue:45663|issue:46846", + "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "85aa286898523c3ac5275597e7edea85b17b27cfe37e543b02e8651f5dc9334a", + "prepared_review_unit_hash": "6a0cb6e6f97754beb9a2e5b671628e2c81382db7fbb66256eeb3d68ac355d7f0", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36567, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports; the only clear duplicate-like overlap is the tied-weights/save_pretrained regression pair. No PRs are present.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45005 is the broadest representative of the tied-weights serialization regression in v5, and it most clearly subsumes the narrower device-dependent serialization report in issue:44466.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformer bugs/regressions across different model families and subsystems; there is no strong duplicate group, so the best representative issue is the broad AutoTokenizer regression thread.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest, most canonical representative: it describes a concrete v5 tokenizer regression impacting multiple model families with clear reproduction and scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best single issue to keep as the representative because it describes the underlying tied-weights regression at a higher level and is more likely to capture the full scope than the narrower follow-up report.", + "best_issue_reason": "Issue 45920 is the best single issue to anchor the cluster because it is well-scoped, high-impact, and explicitly spans several affected models, unlike the more model-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "Different subsystems and failures: XLNet CPU device placement vs T5 decoder-input validation message." - }, - { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Unrelated packaging/availability issues: PEFT version bump vs stale auto_mappings entry for Sam3LiteText." + "reason": "Both are image-processing bugs, but they affect different models and failure modes: zero probabilities in SigLIP2 vs Perceiver resize/interpolation handling." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different model families and code paths; too broad to treat as the same bug." + "reason": "Both mention video inputs, but one is Qwen3OmniMoe-specific processing and the other is a broader v5.3.0 regression across several Qwen video models." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "No clear shared bug: isolated reproduction of an older issue vs a broken Nemotron example." + "reason": "Different bugs: loading Qwen3 MoE weights with accelerate+deepspeed vs Smollm3 dropping RoPE layers." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder-input validation." + "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving a new num_items_in_batch kwarg." }, { - "left": "issue:43531", + "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different problems." + "reason": "Different loading paths: init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor-from-URL failure." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Older reproduction report vs FA2 long-context performance regression are not the same underlying issue." + "reason": "Both are tokenizer issues, but one is AddedToken kwarg duplication and the other is a Mistral regex patch crash on tokenizer internals." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Both concern 4-bit inference, but the underlying bugs differ: uint8 audio-module finfo handling vs llm_int8_skip_modules clearing the default lm_head exclusion." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "Both involve loading, but one is GGUF/Auto* loader breakage and the other is a specific model load failure; insufficient evidence of the same bug." + "reason": "Apple Silicon caching_allocator_warmup TypeError and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different model/output bugs: RTDetrV2 output drift vs VideoPrism hidden_states misassignment." + "reason": "One is a PIL backend dependency regression in image processors; the other is a tokenizer regex patch crash." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict-config loading for granite_speech." + "reason": "Different Qwen/SmolLM model bugs: missing RoPE layers vs missing decorator for apply_rotary_pos_emb registration." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan omissions are different architecture-level issues." + "reason": "Loading facebook/MobileLLM-125M hits a key error, while the other is about missing Float8 storage support." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated." + "reason": "Both involve RoPE/positioning, but one is a Smollm3 architecture/config issue and the other is a Qwen2.5-VL temporal-position scaling regression." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer token-id regressions are different bugs." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space strip on encode/decode round-trip." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated code paths." + "reason": "A dtype mismatch in Mistral-3 image preprocessing is unrelated to DiffusionGemmaGenerationOutput pipeline breakage." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both touch rope/config handling, but one is silent config reversion on reload and the other is a type error in rope validation." + "reason": "A release/version pin issue for PEFT is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "PyTorch import missing and Trainer broadcast NoneType are unrelated failures." + "reason": "XLNet CPU device placement bug and T5 decoder-input validation message bug are different code paths and symptoms." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint-save regression are different issues." + "reason": "One is an isolated reproduction of an older issue; the other is an official Nemotron example failure. No evidence they are the same bug." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + "reason": "Both are dtype-related, but they affect different models and mechanisms: Blip2 dtype propagation vs SwitchTransformers/TimmWrapperModel bfloat16 mismatches." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "General trust_remote_code config loss and one specific strict-dropped field are not the same concrete bug." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Both mention hidden_states, but CLIPVisionModel forward regression and VideoPrism output-field mixup are different code paths." + "reason": "DeepSpeed training weight-dimension error and Bart generate decoder_attention_mask initialization bug are different failures." }, { - "left": "issue:45200", + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a performance regression in FA2 long-context generation." + }, + { + "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." + "reason": "Gemma4 PLE device mismatch and T5 decoder-input validation are unrelated bugs." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "These are closely aligned tied-weights/save_pretrained regressions in v5; 44466 is a narrower manifestation of the broader issue in 45005." + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking pretrained loading APIs is not the same as failing to load a specific model name." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unexpected key warnings and sinq save/load breakage are different serialization problems." + "reason": "Different regression classes: RTDetrV2 output changes vs VideoPrism output field mix-up." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are distinct config-loading issues." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Both are Qwen3.5-related, but one is save_pretrained visual-encoder keys and the other is tokenizer ID regression; different code paths." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen3.5 TP plan omissions are separate model-parallelism bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "BigBird special-token registration and MLuke task AttributeError are different tokenizer issues." + "reason": "Video input processing failure is unrelated to the FA2 long-context performance regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded and conservative. The representative issue choice for the tied-weights/save_pretrained regression is supported by the packet, and the soft-edge verdicts avoid overstating duplicates or shared root causes. No PR-pair mergeability issue applies because there are no PRs in the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 24, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:29159", - "issue:33357", - "issue:33666", - "issue:36010", + "issue:28282", + "issue:32090", "issue:38175", "issue:41762", "issue:42898", "issue:43295", "issue:43452", "issue:43525", + "issue:43526", "issue:43531", - "issue:43550", - "issue:43577", - "issue:43646", + "issue:43643", "issue:43653", "issue:43688", + "issue:43697", + "issue:43720", "issue:43742", "issue:43749", - "issue:43756", - "issue:43927", + "issue:43761", + "issue:43819", "issue:43994", - "issue:44464", - "issue:44479", - "issue:44484", - "issue:44568", - "issue:44625", - "issue:44704", - "issue:44743", - "issue:44821", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", "issue:44843", "issue:44898", + "issue:44913", "issue:44936", - "issue:44991", + "issue:45005", + "issue:45200", + "issue:45216", "issue:45356", "issue:45372", - "issue:45440", - "issue:45491", + "issue:45375", + "issue:45479", "issue:45542", - "issue:45701", - "issue:45704", - "issue:46002", + "issue:45588", + "issue:46050", + "issue:46121", "issue:46170", "issue:46178", - "issue:46402", + "issue:46463", "issue:46491", "issue:46701", - "issue:46821" + "issue:46829", + "issue:46899" ], "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:28282|issue:32090", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43653|issue:44361", "issue:41762|issue:44936", - "issue:43525|issue:46701", - "issue:38175|issue:43295", + "issue:43819|issue:44811", "issue:43452|issue:44843", + "issue:38175|issue:43295", "issue:43688|issue:43749", "issue:43994|issue:44898", + "issue:43525|issue:46701", "issue:45372|issue:46170", - "issue:45542|issue:46178", - "issue:43531|issue:43742", "issue:43295|issue:45356", + "issue:45542|issue:46178", "issue:42898|issue:46491", - "issue:43653|issue:44568", - "issue:29159|issue:33357", - "issue:43646|issue:43749", - "issue:43452|issue:43577", - "issue:43756|issue:46402", - "issue:43653|issue:43927", - "issue:43688|issue:45704", - "issue:44843|issue:44991", - "issue:44464|issue:44743", - "issue:43550|issue:43927", - "issue:43688|issue:45701", - "issue:44484|issue:44704", - "issue:44479|issue:44625", - "issue:45491|issue:46002", - "issue:44821|issue:46821", - "issue:43688|issue:45440", - "issue:33666|issue:36010" + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "0aa8cbbd4b8dc050c2c5fe84718d2f185ff62068117ba64cba7560b71e242740", + "prepared_review_unit_hash": "e4bd37474154bca0cbe609560fca147be35836d419d3271f2e6e2c7234b5c260", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35635, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bugs that only look similar at a high level (tokenizers, loading, generation, NaNs, backend errors). I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.47, - "canonical_issue_reason": "issue:45701 is the broadest and most representative tokenizer-regression report in the set, making it the best anchor for the tokenization-focused subset of this noisy cluster.", + "summary": "This cluster looks heterogeneous: most items share only broad subsystems (tokenizers, configs, loading, regressions) but not the same concrete bug. I selected a broad, detailed v5 tied-weights regression as the representative issue, and rejected all soft edges as non-duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45005 is the most comprehensive and broadly framed report in the set, with a detailed description around tied-weights behavior in v5 and enough scope to serve as the cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 has the highest-level, most general framing among the issues here, but the cluster is too mixed for it to serve as a true duplicate hub.", + "best_issue_reason": "issue:45005 is also the strongest standalone issue candidate: it is detailed, impactful, and describes a concrete regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different failures: ZeRO-3 model loading vs trainer state after train/evaluate." + "reason": "Both touch rope/config handling, but one is about reload defaults and the other is a JSON-list validation TypeError; different bugs and code paths." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Unrelated model/config bug versus image-text pipeline failure." + "reason": "Unrelated failures: XLNet CPU allocation vs flash_attention crashing on s_aux=None." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different code paths: SigLIP2 probability output vs processor/tokenizer regression." + "reason": "Both involve labels, but one is a BeitImageProcessorFast reduction bug and the other is a sequence-classification loss edge case." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Both involve loading, but one is gguf model/tokenizer loading and the other is offline hub lookup in AutoTokenizer." + "reason": "Different areas entirely: T5 decoder-input validation messaging vs Gemma4 multimodal 4-bit dtype casting." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + "reason": "Both are regressions, but one is RTDetrV2 output mismatch and the other is Qwen3.5 checkpoint serialization; not the same underlying issue." }, { - "left": "issue:43994", + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel import failure without PyTorch and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different vision-model inference bugs affecting different models and behaviors." + "reason": "BitNet unpacking during accelerate loading and Perceiver positional interpolation failure are different load-time bugs." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Gemma processor import issue is unrelated to Windows/ROCm torch.distributed dependency errors." + "reason": "Both mention missing config fields, but the first is a generic trust_remote_code AutoConfig issue and the second is a specific Qwen3_5MoeVisionConfig strict-field omission." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Both are backend-related, but one is TensorFlow/tensorboard detection and the other is backend mapping for tensorflow_text." + "reason": "Both concern output fields, but CLIPVisionModel missing hidden_states and VideoPrism misplacing last_hidden_state are distinct model/output bugs." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Qwen3-MoE sliding window bug and MobileLLM key error are different model-loading problems." + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input error text are unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both mention tokenizer regressions, but the concrete failures differ: processor.tokenizer/images handling vs Kimi codec handling and warning text." + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to treat as the same bug." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "General v5 cleanup behavior change is not the same bug as CodeLlama losing one leading space on round-trip." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different regressions." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different special-token bugs in different tokenizers with different symptoms." + "reason": "Both are tokenizer-loading problems, but for different tokenizer classes and different failure modes." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer parity issue and Mac bus error on CLIP are unrelated." + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are not the same bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure do not share the same code path." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Model/tokenizer loading failure versus dtype propagation bug." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different model-specific weight-loading problems." + "reason": "Both involve AutoTokenizer/from_pretrained, but one is gguf support breakage and the other is an offline-mode Mistral regex patch issue." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve token IDs, but one is BigBird special-token registration and the other is config persistence causing generation IndexError." + "reason": "Different regressions: SIGLIP2 zero probabilities versus processor.tokenizer/image-tokenizer access breakage." }, { "left": "issue:43688", - "right": "issue:45704", + "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization is unrelated to the T5 apex RMSNorm memory leak." + "reason": "MoE auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline model_info misuse and tokenizer-loading failure are different bugs with different root causes." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both involve generation/state handling, but they describe different mechanisms and model code paths." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to DiaConfig token ID loss." - }, - { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Aux-loss normalization and generic tokenization changes are unrelated." + "reason": "Both are vision-model issues, but Siglip2 nonsensical AutoModel results and Perceiver interpolation failure are not the same underlying bug." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "save_pretrained shard sizing question is unrelated to missing kwargs in AutoProcessor.from_pretrained." + "reason": "Llama4Config missing pad_token_id and DiffusionGemma image-text pipeline failure are different problems." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Video-input regression across Qwen VL variants is unrelated to num_labels propagation in Qwen3.5." + "reason": "Gemma4 processor import failure due to mistral_common and Windows ROCm torch.distributed dependency issues are unrelated." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both mention NaNs, but in different components and scenarios." + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing in v5.57.5 and the other is Kimi-K2.5 codec/regex behavior; different concrete bugs." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Both are backend-selection issues, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are distinct failures." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different issues." + "reason": "Both involve tokenization behavior, but one is a global v5 clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip regression." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + "reason": "Sliding-window handling in Qwen3-MoE and a key error while loading MobileLLM-125M are unrelated." } ] }, @@ -7739,306 +7735,321 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 25, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:28218", + "issue:29159", "issue:32090", "issue:33357", "issue:33666", - "issue:36331", - "issue:39692", + "issue:36010", "issue:41720", - "issue:43262", - "issue:43278", - "issue:43295", "issue:43452", - "issue:43493", "issue:43504", - "issue:43525", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43611", "issue:43643", + "issue:43646", + "issue:43653", "issue:43688", "issue:43720", + "issue:43749", + "issue:43756", "issue:43782", - "issue:43825", "issue:43927", - "issue:44361", - "issue:44451", "issue:44464", "issue:44466", - "issue:44514", + "issue:44479", + "issue:44484", "issue:44554", "issue:44561", + "issue:44568", "issue:44610", "issue:44625", + "issue:44704", "issue:44734", - "issue:44964", + "issue:44743", + "issue:44821", + "issue:44843", "issue:44977", - "issue:45290", - "issue:45405", - "issue:45584", - "issue:45823", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", "issue:46050", - "issue:46209", - "issue:46365", + "issue:46402", "issue:46612", "issue:46693", + "issue:46821", "issue:46846" ], "soft_pairs": [ + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", "issue:44734|issue:46612", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:43504|issue:43720", + "issue:44977|issue:46693", "issue:43504|issue:43550", "issue:44464|issue:44977", - "issue:44977|issue:46693", "issue:41720|issue:44464", "issue:43643|issue:44561", - "issue:43611|issue:46846", "issue:43577|issue:44554", + "issue:43611|issue:46846", "issue:43720|issue:43927", "issue:43504|issue:44610", "issue:43782|issue:46693", - "issue:43606|issue:43927", - "issue:33666|issue:36331", - "issue:43278|issue:43688", - "issue:43262|issue:43295", - "issue:44514|issue:45290", - "issue:39692|issue:43493", - "issue:43720|issue:44361", - "issue:44964|issue:45405", - "issue:43493|issue:43825", - "issue:44554|issue:46365", - "issue:44977|issue:46209", - "issue:43525|issue:43572", - "issue:44625|issue:45584", - "issue:43452|issue:44451", - "issue:45823|issue:46050", - "issue:28218|issue:33357" + "issue:43606|issue:43927" ], - "prepared_review_unit_hash": "a599182d3e71058749bec5134dcc7e81e93d904658a34078c9340443938aeaf1", + "prepared_review_unit_hash": "4d5ee0ecd881ddeda74b0bbda55e9494bf7068035875597ea31ad5093599bd92", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36259, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37391, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "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 Transformers issues across tokenizers, training, model loading, generation, multimodal processors, quantization, and device placement. No pair looks like the same underlying bug/change closely enough to merge.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, generation/cache issues, quantization/load-path failures, and unrelated device/compiler problems. None of the soft pairs look like the same underlying bug, so no canonical duplicate target emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bug classes and model families, so none can credibly represent the whole cluster as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: the cluster is too broad and the closest-looking issues still have distinct root causes and fix paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both involve generation/cache behavior, but one is a KV-cache continuation crash in serve and the other is skipped beam-search cache reorder in several recurrent models; different code paths." + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different missing-token behaviors." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType GPU broadcast error vs Qwen2-VL multi-GPU training issue; unrelated failures and model/context." + "reason": "Tokenizer fast/slow inconsistency and a CLIP bus error on MacOS are unrelated failures." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are save/load related, but one is lm_head serialization tied to device state and the other is quantized sinq reload breakage; different mechanisms." + "reason": "One is custom model initialization breakage in v5; the other is FSDP CPU-efficient loading. Different code paths." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both are loading bugs, but BEiT legacy-field config loading and BitNet packed-weight unpacking are separate model-specific issues." + "reason": "Both involve model loading, but gguf/AutoModel loading and Blip2 dtype propagation are separate bugs." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Legacy-field load failure in BEiT vs torch.compile/SDPA failure in Bamba; unrelated bugs." + "reason": "Smollm3 RoPE-layer loss and Sam3 text encoder weights not loading are distinct model-specific issues." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation; both generation issues but not the same bug." + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Flash-attention correctness/normal output issue vs long-context FA2 performance regression; different symptoms and likely causes." + "reason": "Both concern tokenizer loading, but one is an offline hub lookup bug and the other is a specific model tokenizer regression." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Auto device-map cuda assert in Qwen3 vs compiled-forward chunked generation inconsistency; different subsystems." + "reason": "Special-token registration in a tokenizer is not the same as DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both touch trust_remote_code regressions, but one is missing fields from AutoConfig serialization and the other is removal of is_torch_fx_available breaking imports; not the same bug." + "reason": "Chunked generation under compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "base_model_prefix loading breakage vs missing linear_attn entries in TP plan; unrelated model-loading vs tensor-parallel mapping problems." + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API behaviors." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Blip2 dtype propagation bug vs MPS attention correctness bug; no shared code path." + "reason": "torch.compile + SDPA failure and DiaConfig token-ID loss have different roots and symptoms." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "BitNet accelerate-loading unpack issue vs DiaConfig save/load custom token-ID loss; different models and failure modes." + "reason": "Aux-loss normalization and version-dependent tokenization are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "BEiT pretrained preset load failure vs OmDet-Turbo processor image-size mismatch; unrelated." + "reason": "Both mention NaNs, but one is a Gemma3 attention/sliding-window issue and the other is classification-head checkout/init behavior." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Qwen3VL weight_only loading error vs FA2 long-context performance regression; not the same underlying problem." + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are separate Qwen issues." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs config token-ID persistence loss; unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Multi-GPU Qwen2-VL training issue vs CustomTrainer compute_loss signature mismatch; both training-related but distinct bugs." + "reason": "An MoE auxiliary-loss bug and DeepseekV3MoE divergence from remote implementation are not the same change." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Eval dtype drift for embeddings vs auxiliary-loss normalization bug; unrelated." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default bug vs multimodal processor.tokenizer access regression; different APIs and symptoms." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping affect different generation paths." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both are chat-template crashes, but one is batched padding=False handling and the other is assistant tool-call messages with empty content; different trigger conditions." + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training do not share a concrete bug." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Documentation example problems vs SigLIP2 implementation discrepancy; one is example usage, the other core model parity." + "reason": "Tied-weight serialization depends on device, while sinq quantization breaks save/load; separate problems." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "BitNet loading/unpacking bug vs MLukeTokenizer AttributeError on tasks; unrelated." + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different loading failures." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Model loading failure vs unreleased MIN_PEFT_VERSION bump; unrelated." + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are not the same issue." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "SigLIP2 implementation mismatch vs pipeline error-message wording; no overlap in bug area." + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "MPS attention correctness issue vs Trainer import broken by datasets install; unrelated." + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failure are different code paths." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathologies." + "reason": "Auto device mapping on A800 and compiled-forward chunked generation are unrelated." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both are missing pad-token config attributes, but they affect different model configs and fields (pad_token_id vs pad_token_idx); not clearly the same bug." + "reason": "trust_remote_code missing fields and is_torch_fx_available removal break different parts of remote-code loading." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "num_labels propagation in Qwen3.5 vs Whisper empty-transcription generation failure; unrelated." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "GGUF from_pretrained breakage vs inability to load a specific model version; both loading failures but different causes." + "reason": "base_model_prefix loading breakage and Qwen3.5 tensor-parallel plan gaps are different problems." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Gemma4 device mismatch with auto device_map vs quantized sinq save/load corruption; different problem classes." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer added-token spacing bug vs MacOS bus error loading a CLIP model; completely unrelated." - } - ] + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are separate bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small and DiaConfig custom token ID loss are unrelated." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -8050,311 +8061,312 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 26, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:28218", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", "issue:42796", - "issue:43257", + "issue:43262", "issue:43278", "issue:43295", - "issue:43299", - "issue:43334", + "issue:43452", "issue:43493", - "issue:43504", + "issue:43525", "issue:43572", "issue:43575", - "issue:43606", "issue:43646", - "issue:43653", + "issue:43688", "issue:43701", + "issue:43720", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44112", "issue:44361", + "issue:44451", "issue:44466", "issue:44488", - "issue:44493", + "issue:44514", + "issue:44554", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", "issue:44849", + "issue:44964", "issue:44977", - "issue:45072", - "issue:45245", - "issue:45357", + "issue:45290", "issue:45405", - "issue:45520", - "issue:45759", + "issue:45584", "issue:45812", + "issue:45823", + "issue:46050", "issue:46192", "issue:46209", - "issue:46285", - "issue:46399", + "issue:46365", "issue:46489", - "issue:46710", - "issue:46821", - "issue:46832", - "issue:46846" + "issue:46710" ], "soft_pairs": [ - "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", "issue:42796|issue:44977", + "issue:43994|issue:46192", "issue:43493|issue:43844", "issue:39692|issue:43295", "issue:43278|issue:43844", - "issue:44849|issue:46209", "issue:46209|issue:46710", - "issue:33357|issue:33666", "issue:43646|issue:44466", + "issue:33357|issue:33666", "issue:44568|issue:46489", + "issue:44849|issue:46209", "issue:43278|issue:43701", - "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", "issue:44792|issue:45405", "issue:43927|issue:44361", - "issue:44488|issue:44843", - "issue:44568|issue:45812", - "issue:43575|issue:45405", - "issue:43504|issue:43606", "issue:43824|issue:44589", - "issue:43257|issue:43299", - "issue:46821|issue:46832", - "issue:45072|issue:46832", - "issue:46399|issue:46846", - "issue:43606|issue:44112", - "issue:45245|issue:46710", - "issue:43334|issue:45759", - "issue:44493|issue:46285", - "issue:44589|issue:45520", - "issue:43334|issue:43572", - "issue:43504|issue:43653" + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "7dfeae1685a6a31433dd1c8ac2c9b60b575d9ef08e5d405e2cd995ec7003d779", + "prepared_review_unit_hash": "d3579e95dafe668c5a8465ff6666d531aecab9128b977d42cd399a9c46516224", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36861, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a loose similarity bucket, not a true duplicate cluster: they span many unrelated models and root causes (tokenizers, multimodal loading, dtype/offload, TP plans, configs, CI, docs). I found no pair that should be merged as the same underlying bug/change.", - "confidence": 0.95, + "summary": "The cluster does not resolve to a single duplicate set: most pairs are only superficially similar (shared subsystem or API surface) but describe different bugs, regressions, or models. No soft edge should be merged.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue overall because it describes a broad tokenizer regression with multiple inbound references, but it is still not a duplicate of the other issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Different bug classes: SigLIP2 model/pipeline correctness vs silently ignored return_tensors in text_kwargs." + "reason": "Different problems: dtype drift in evaluation vs auxiliary-loss normalization." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve Qwen-related models, but one is a tokenizer BPE-marker bug and the other is a flash-attention generation issue with different code paths." + "reason": "Multi-GPU training request vs a trainer API signature regression." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient anomaly; unrelated symptoms and fixes." + "reason": "Audio sampling-rate default bug vs multimodal processor/tokenizer regression." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Doc example errors for SigLIP2 are unrelated to the regression in processor.tokenizer/image-to-tokenizer behavior." + "reason": "SigLIP2 implementation mismatch vs an unrelated pipeline error message issue." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Embedding dtype mismatch during eval is not the same as the ZeRO-3 gradient growth issue." + "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task attribute error." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 hidden-states bug is separate from FP8 inference failure on B200 hardware." + "reason": "MPS attention correctness bug vs import failure caused by datasets package interaction." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Hardware-specific FP8 inference failure is unrelated to a general accuracy regression after version upgrade." + "reason": "Both involve apply_chat_template, but they fail on different inputs and code paths." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "MacOS bus error on CLIP model load is unrelated to Qwen2-VL multi-GPU training." + "reason": "Model loading failure vs an unreleased dependency version bump." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Custom model initialization breakage is broader and different from lm_head serialization inconsistency." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "mDeBERTa special-token behavior is not the same root cause as DeepSeek-Coder tokenizer output differences." + "reason": "Both are missing config fields after v5, but for different models and different attributes." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift and resume_from_checkpoint key mismatch are different training-state bugs." + "reason": "Qwen3.5 label propagation bug vs Whisper empty-transcription generation failure." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Hidden-states output bug and incorrect visual encoder save_pretrained keys affect different Qwen3.5 code paths." + "reason": "gguf_file loading regression vs a specific model load failure." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "janus image-generation test failure is unrelated to an unreleased PEFT version bump." + "reason": "Device mismatch in Gemma4 forward pass vs quantized-model save/load breakage." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "DiaConfig token-ID persistence bug and MLukeTokenizer AttributeError are separate config/tokenizer failures." + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP model loading." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Model load failure for a specific checkpoint is not the same as HF_HUB_OFFLINE breakage in tokenizer regex patching." + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "mDeBERTa add_special_tokens regression and Granite token-ID regression are both tokenizer bugs but in different implementations and failure modes." + "reason": "Wrong SigLIP2 outputs vs return_tensors being ignored in kwargs handling." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "TP OOM when loading a large Qwen2 model is unrelated to a dependency version constraint issue." + "reason": "Model implementation discrepancy vs a DeepSpeed gradient regression." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "BEiT legacy-field loading failure and bark-small CPU-offload device mismatch are different loading/runtime problems." + "reason": "Docs example errors vs a runtime regression in processor.tokenizer/image handling." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Missing Qwen2.5-VL import and Float8 storage lookup failure are unrelated API/runtime issues." + "reason": "Training/eval dtype mismatch vs gradient blow-up under ZeRO-3." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same as Qwen3VL model loading regression." + "reason": "Different performance/inference regressions in unrelated model paths." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." + "reason": "Custom model initialization breakage vs serialization inconsistency for tied weights." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to RT-DETR forward shape/feature-level error." + "reason": "MacOS CLIP crash vs multi-GPU training request." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Qwen3.5 rotary-pos-emb registration failure and missing linear_attn TP plan entries are distinct Qwen3.5 issues." + "reason": "Different tokenizer regressions on different models; not the same concrete bug." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are CI/device-related, but one is a CPU-offload mismatch in bark-small and the other is a stale GraniteSpeech test." + "reason": "Qwen3.5 hidden-state bug vs FP8 inference failure." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Category-cardinality runtime limit and a post-upgrade accuracy regression are not the same bug." + "reason": "Dtype regression vs checkpoint key mismatch." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and composite-config unwrapping for AutoModelForCausalLM are different config-loading paths." + "reason": "Both tokenizer regressions, but they affect different tokenization behaviors and models." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Generic position-id key warnings are not the same as the CLIP text-model structure inconsistency." + "reason": "Model load failure vs offline-mode break from an unconditional hub call." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Legacy field preset loading bug is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Janus image-generation test failure vs dependency version pinning issue." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Import error for Qwen2.5-VL and missing Float8 storage are unrelated failure modes." + "reason": "Config serialization bug vs tokenizer task attribute error." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Qwen3-VL pad_token_id error is unrelated to StableLmConfig missing pad_token_idx after v5 update." + "reason": "Missing import symbol vs storage-object type error." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "BEiT pretrained loading and BigBird tokenizer special-token registration are unrelated bugs." + "reason": "OOM when loading a large model with tensor parallelism vs a PEFT version bump." } ] }, @@ -8368,276 +8380,297 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 27, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:15354", - "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", - "issue:34567", - "issue:38175", - "issue:41720", "issue:42490", - "issue:43065", - "issue:43493", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", "issue:43572", + "issue:43606", + "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43994", + "issue:44112", "issue:44291", - "issue:44423", "issue:44464", "issue:44493", - "issue:44554", - "issue:44734", + "issue:44589", + "issue:44849", "issue:44869", "issue:44964", "issue:44977", + "issue:45072", "issue:45084", "issue:45200", "issue:45229", - "issue:45406", - "issue:45446", - "issue:45479", + "issue:45245", + "issue:45357", "issue:45520", "issue:45588", + "issue:45759", "issue:45823", "issue:46050", - "issue:46121", - "issue:46369", + "issue:46285", + "issue:46399", "issue:46424", "issue:46701", "issue:46710", "issue:46752", - "issue:46829", + "issue:46821", "issue:46832", + "issue:46846", "issue:46858" ], "soft_pairs": [ - "issue:44464|issue:46424", - "issue:43572|issue:44291", - "issue:46832|issue:46858", - "issue:43937|issue:46701", - "issue:45200|issue:45229", - "issue:43844|issue:44964", - "issue:43873|issue:46050", - "issue:44869|issue:46752", - "issue:45229|issue:45823", - "issue:29942|issue:30333", + "issue:43504|issue:43606", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43504|issue:43653", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:46832|issue:46858", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45229|issue:45823", "issue:43994|issue:44493", "issue:45588|issue:46050", - "issue:29159|issue:32090", "issue:42490|issue:43696", + "issue:29159|issue:32090", "issue:44977|issue:46701", - "issue:45084|issue:45520", - "issue:28218|issue:34567", - "issue:43065|issue:46369", - "issue:45479|issue:46829", - "issue:44423|issue:44734", - "issue:15354|issue:38175", - "issue:44554|issue:45446", - "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:45406|issue:46121", - "issue:44977|issue:46710" + "issue:45084|issue:45520" ], - "prepared_review_unit_hash": "42edecd9f43289283c5d38cf1876adac607567959377f3dc4992f44f7974d4bb", + "prepared_review_unit_hash": "72168c12f28785fe9acb3958049adcae2a7689c8aff9f7c8f44549e7dee28cc7", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35049, - "estimated_input_tokens": 8763, - "estimated_eval_tokens": 17782 + "soft_pair_count": 29, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystems or model families, not the same concrete bug/change. None of the issues is a safe duplicate hub or canonical representative, and there are no PRs here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is very heterogeneous; the soft-similarity pairs mostly share a model family or subsystem name, but they do not describe the same concrete bug. I would not merge any of the candidate pairs.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and has the strongest external linkage, so it is the least arbitrary anchor if a single canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most representative of the overall cluster\u2019s recurring resource-management/runtime themes, though the cluster is too mixed to support a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Both mention cache/generation behavior, but one is about compiled forward output inconsistency and the other about cache length handling for quantized cache; different bugs and code paths." + "reason": "Different bugs: legacy config field on Beit loading vs. CPU offload device mismatch in Bark." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "One is a StableLmConfig field regression, the other is an init_empty_weights argument error; unrelated failures." + "reason": "Same model family, but different failure modes: hidden-states output bug vs. incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:46832", - "right": "issue:46858", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "RT-DETR feature-level mismatch and a static-cache slice arithmetic bug are separate model/runtime issues." + "reason": "Both involve Qwen MOE loading, but one is about weight conversion with accelerate+deepspeed and the other about a transformers dev regression loading Qwen3VL MOE models." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to a DiffusionGemma pipeline output issue." + "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM-shape issue." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Both are Gemma 4, but one is a missing default token-type input for fine-tuning and the other is a multi-GPU OOM; not the same bug." + "reason": "Completely different problems: categorical cardinality limit vs. accuracy regression after a version upgrade." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "Different models and code paths: TimesFM window_size attribute handling vs. RT-DETR backbone feature-level mismatch." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both involve quantization, but one is offloading behavior and the other is save/load corruption after sinq quantization." + "reason": "Both mention model structure/key changes, but one is an unexpected position-id key issue and the other is a CLIP text-model API inconsistency." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated." + "reason": "One is a real device-mismatch bug during CPU offload; the other is a stale CI test failure in GraniteSpeech." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Same model family, but one is CUDA OOM and the other is a device-mapping forward mismatch; different concrete bugs." + "reason": "Different subsystems and symptoms: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs. RT-DETR forward feature-level error." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-state reporting are unrelated." + "reason": "Unrelated runtime issues: missing Float8 storage class vs. flash_attn import key error on Python 3.13." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys are not the same issue." + "reason": "Both are config attribute regressions, but they affect different models and different missing fields." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "One is a flash-attention crash on sink-less models; the other is broken quantized save/load. Different paths." + "reason": "Related to composite Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is an AutoModelForCausalLM text_config unwrapping bug." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." + "reason": "Different model families and failure modes: Beit legacy-field loading vs. BigBird tokenizer special-token registration." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Trailing-slash import warning and GPT-oss OOM are unrelated." + "reason": "Different regressions: missing pad_token_idx after 5.0 vs. unexpected _is_hf_initialized argument in init_empty_weights." }, { - "left": "issue:44977", + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is max_cache_length handling only for quantized cache." + }, + { + "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are different models and code paths." + "reason": "Different product areas: GLM generation config validation vs. DiffusionGemma pipeline output wiring." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:46832", + "right": "issue:46858", "accept": false, - "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Different bugs: RT-DETR backbone feature count mismatch vs. cache.get_seq_length device-tensor arithmetic under torch.compile." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are unrelated." + "reason": "Same model family, but different bugs: missing mm_token_type_ids default vs. multi-GPU CUDA OOM." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3-litetext memory overflow are not the same bug." + "reason": "Different issue classes: DeepSpeed ZeRO-3 gradient growth vs. model loading failure for Phi-4 multimodal." }, { - "left": "issue:45479", - "right": "issue:46829", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Zero-loss classification regression and wrong hidden_states output are different model-output bugs." + "reason": "Both are decode/runtime crashes, but the former is Whisper timestamp decoding and the latter is apply_chat_template on an empty list." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Both are transformers serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." + "reason": "Both touch quantization/offloading, but one is a general offloading bug and the other is save/load corruption for sinq-quantized models." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." + "reason": "Unrelated: Flash Attention 2 CI failures vs. MLflow reporting after failed training jobs." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "MPS attention correctness and a flex_attention import version check are distinct issues." + "reason": "Same Gemma4 family, but OOM on multi-GPU inference is not the same concrete bug as a device mismatch during forward with device_map=auto." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs. unexpected key errors involving position ids." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "CUDA assert under auto device mapping and a DeepSeek accuracy regression after upgrade are different bugs." + "reason": "Different bugs: flash_attention integration crashes on s_aux=None vs. quantized model save/load breakage." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Unrelated issues: local-path import warning vs. CUDA OOM for GPT-oss-20b." + }, + { + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Gemma4 processor missing _tokenizer and rope validation TypeError are unrelated." + "reason": "Different problems: tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." }, { "left": "issue:44977", - "right": "issue:46710", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are unrelated." + "reason": "No shared concrete bug: non-template-node compile error vs. flash_attn import KeyError." } ] }, @@ -8651,27 +8684,28 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 28, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:15354", "issue:28218", "issue:29870", "issue:29942", - "issue:35141", + "issue:34567", "issue:37428", "issue:38175", "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", + "issue:43065", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8679,269 +8713,276 @@ "issue:43550", "issue:43572", "issue:43575", - "issue:43653", + "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", - "issue:44112", "issue:44186", - "issue:44466", - "issue:44521", + "issue:44423", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", + "issue:44977", "issue:44987", "issue:45072", - "issue:45127", "issue:45198", "issue:45200", - "issue:45290", "issue:45356", - "issue:45381", + "issue:45406", + "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", - "issue:46209", + "issue:46369", + "issue:46710", "issue:46821" ], "soft_pairs": [ - "issue:43295|issue:43450", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", "issue:45072|issue:45198", - "issue:45588|issue:45759", + "issue:43295|issue:43450", "issue:37428|issue:43957", + "issue:45588|issue:45759", "issue:43540|issue:45200", - "issue:44186|issue:46192", "issue:43295|issue:43873", + "issue:44186|issue:46192", "issue:45200|issue:45823", + "issue:43572|issue:46821", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:43572|issue:46821", - "issue:29870|issue:29942", "issue:43550|issue:43844", + "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43450|issue:43575", - "issue:43232|issue:44849", "issue:43572|issue:44987", "issue:44554|issue:45356", - "issue:42490|issue:43493", "issue:37428|issue:43824", - "issue:44521|issue:45290", - "issue:39692|issue:46192", - "issue:38175|issue:43493", - "issue:44466|issue:45127", - "issue:43653|issue:44112", - "issue:45381|issue:46209", - "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:42915|issue:43824" + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "9dc5d864f7aa728dacb1774f0de77c0f4e33d9ff15e799b63ee8cc765a6fa257", + "prepared_review_unit_hash": "9d568bbf20fb8df8a8a52e97eb98bae1bcd9cebff90f76dc326f51ef61e85e2d", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36029, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of Transformers issues that share broad tokenizer/processor/multimodal or loading language, but the soft pairs do not describe the same underlying bug. I do not see any true duplicate issue/issue or PR/PR candidates here.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43295 is the broadest and most central tokenizer/processor regression in the set, and it best represents the cluster\u2019s recurring multimodal API-breakage theme without being overly narrow.", + "summary": "This cluster is not a true duplicate set: the soft pairs mostly share broad Transformers/model-serving keywords but point to different models, APIs, and failure modes. I reject all soft edges and see no clear duplicate anchor across the whole cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43295 is the closest broad representative of the cluster\u2019s multimodal processor/tokenizer regression theme, but the set is still too heterogeneous for a real duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best anchor for this cluster because it is a general regression affecting processor.tokenizer use and image/tokenizer interaction, which is closer to the shared theme than the more specialized reports.", + "best_issue_reason": "Issue 43295 is the best single issue to stand in for the loose processor/model-input regression theme, though it does not actually subsume the other reports as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both are multimodal processor/tokenizer bugs, but one is about processor.tokenizer/images access and the other is a batched video-shape issue; different code paths." + "reason": "Tokenizer spacing vs trainer token accounting; unrelated bugs." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "BF16 dtype mismatch in inference versus save/tokenization failure; different symptoms and subsystems." + "reason": "Dummy Conv2d implementation vs SAM3 memory overflow; different problems." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "flash_attention crash with s_aux=None is unrelated to AutoModelForCausalLM not unwrapping text_config." + "reason": "Different serve crashes with different code paths and symptoms." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "ImportError for _flash_supports_window_size is a flash-attn symbol issue; loading with torch.device('meta') is a different model-loading problem." + "reason": "MPS attention correctness bug vs flex_attention import/version check; unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma 4 mm_token_type_ids defaults are separate multimodal bugs." + "reason": "TorchScript GeneratorExp support vs SigLIP2 zero-probabilities issue; unrelated." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Processor/tokenizer regression versus quantization offloading behavior; no shared underlying bug." + "reason": "Qwen3 auto device-map CUDA assert vs DeepSeek accuracy regression; different failures." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and PLE device mismatch are different forward/load failures." + "reason": "Gemma4Processor _tokenizer crash vs rope validation TypeError; unrelated." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "device_map='auto' device mismatch is unrelated to return_tensors precedence in tokenizer kwargs." + "reason": "Qwen3.5 flash-attention generation bug vs DeepSeek regression; unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Custom processor/tokenizer access regression and OmDet-Turbo 640px-vs-224px input-size mismatch are distinct issues." + "reason": "bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; unrelated." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config/API bugs." + "reason": "Processor/tokenizer API regression vs batched video shape bug; not the same defect." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "decoder_attention_mask assignment bug in generate() is not the same as Flash Attention 2 test failures." + "reason": "Flash-attention import failure vs meta-device loading breakage; unrelated." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and ZeRO-3 gradient growth are separate training/runtime problems." + "reason": "Sink-less flash_attention crash vs text_config unwrapping in from_config; unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 and tensorflow_text backend mapping error are different import-resolution issues." + "reason": "Video input processing error vs mm_token_type_ids defaulting; unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "batched video processor shape bug and Qwen2-57B-A14B TP OOM are unrelated." + "reason": "Processor/tokenizer regression vs quantization offloading issue; unrelated." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash vs silent return_tensors ignore; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "_update_model_kwargs_for_generation after sync_gpus and output_hidden_states=True are different generation-path bugs." + "reason": "Text-only fine-tuning token type IDs vs PLE device mismatch; unrelated." }, { "left": "issue:43572", - "right": "issue:44987", + "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and transformers>=5.1.0 load failure for physical-intelligence/fast do not share the same root cause." + "reason": "StableLmConfig missing pad_token_idx vs TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "Gemma4 device placement bug vs return_tensors/text_kwargs behavior; unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "local-path trailing-slash import warning and SigLIP2 HF/JAX discrepancy are different classes of bugs." + "reason": "Processor/tokenizer regression vs OmDet-Turbo size mismatch; unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "flash_attention import-name failure and Qwen2_5_VLForConditionalGeneration import error involve different missing symbols." + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "all-zero assistant masks in multimodal templates and tool-call/no-content crashes are distinct chat-template bugs." + "reason": "BART generation mask bug vs Flash Attention 2 test failures; different issues." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "SigLIP2 documentation/example problems are not the same as tokenizer return_tensors handling." + "reason": "flash_attn import KeyError vs backend mapping validation error; unrelated." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "unexpected zero probabilities in SigLIP2 and HF-vs-JAX implementation discrepancy are related to the same model family but not the same underlying bug." + "reason": "Video batch-shape bug vs tensor-parallel OOM; unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "lm_head.weight serialization inconsistency and LoRA-merge collapse after vocab extension are different tied-weight failures." + "reason": "Config field missing vs Qwen loading failure; unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override CI failure are unrelated." + "reason": "MPS attention correctness bug vs tokenizer codec regression; unrelated." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." + "reason": "Missing flash-attention helper import vs missing Qwen2.5-VL class export; unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "embedding dtype drift in eval and Qwen3 MoE memory usage are not the same bug." + "reason": "Local-path import warning vs SigLIP2 model discrepancy; unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "extra space after an added token and lm_head reinitialization after resize are different tokenizer/weight-init problems." + "reason": "sync_gpus generation kwargs bug vs Qwen3.5 hidden-states bug; unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Qwen3Moe with FineGrainedFP8Config and Qwen2.5-VL import error are unrelated." + "reason": "SigLIP2 doc example problems vs silent return_tensors ignore; unrelated." } ] }, @@ -8955,307 +8996,290 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 29, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:37428", + "issue:28218", + "issue:35141", "issue:38175", "issue:41720", + "issue:42915", "issue:43262", + "issue:43278", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", + "issue:43493", "issue:43525", "issue:43526", "issue:43550", - "issue:43606", "issue:43653", "issue:43819", "issue:43824", "issue:43827", + "issue:43856", "issue:43901", "issue:43950", "issue:43975", "issue:44112", - "issue:44206", "issue:44442", + "issue:44466", + "issue:44521", "issue:44561", - "issue:44610", + "issue:44737", "issue:44792", - "issue:44857", "issue:44898", "issue:45083", + "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", + "issue:45381", "issue:45412", - "issue:45520", "issue:45563", - "issue:45584", - "issue:45593", - "issue:45759", - "issue:46170", "issue:46192", "issue:46209", "issue:46234", "issue:46285", - "issue:46424", "issue:46512", - "issue:46821", - "issue:46858" + "issue:46894", + "issue:46899" ], "soft_pairs": [ + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", "issue:43452|issue:46512", "issue:43334|issue:43525", + "issue:45200|issue:46899", "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", + "issue:44898|issue:45412", "issue:43819|issue:44112", "issue:43526|issue:46192", - "issue:44898|issue:45412", "issue:45200|issue:45325", "issue:43827|issue:43901", - "issue:43388|issue:43526", "issue:41720|issue:46209", - "issue:43335|issue:43550", "issue:44561|issue:46234", - "issue:43819|issue:45083", - "issue:44206|issue:45584", - "issue:44857|issue:45593", - "issue:46424|issue:46858", - "issue:44610|issue:44857", - "issue:46512|issue:46821", - "issue:45759|issue:46285", - "issue:45520|issue:46170", - "issue:43606|issue:45083", - "issue:38175|issue:45412", - "issue:43335|issue:43653", - "issue:43550|issue:44112", - "issue:37428|issue:43425" + "issue:43335|issue:43550", + "issue:43388|issue:43526", + "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "6c91a494d28b822eec60e3d52432cf223ff6b95b1b89fe73fda5130f8aecab36", + "prepared_review_unit_hash": "1818585e800bc79d2863f8a347c45e7a22a8c815de78bbaf0e3735df421e63ea", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "soft_pair_count": 27, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster does not contain a grounded duplicate pair. Most items are unrelated or only share broad subsystem/theme overlap; the import-utils pair (45520, 46170) should be rejected because they describe different platform-specific failures.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The soft links mostly connect issues in the same broad area or model family, but not the same concrete bug/change. I would not merge any of the proposed pairs as duplicates; there is no single canonical duplicate here.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs (tokenization, multimodal chat templates, model configs, dtype/device regressions, docs, and inference failures), and the soft pairs do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45520 is the closest representative only because it is the clearest import_utils-specific regression in the set, but it is not a proven duplicate of issue:46170.", + "best_issue_reason": "No best issue for duplicate consolidation: none of the issues clearly subsumes the others or serves as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs CLIP text-model structural inconsistency." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Different failures: missing Qwen2.5-VL symbol import vs DeepSeek coder detokenization regression." - }, - { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different code paths: gguf_file handling in from_pretrained vs dtype/config staleness in from_config." + "reason": "Both concern tied-weight / embedding behavior, but one is serialization of lm_head.weight and the other is LoRA merge collapse after vocab extension; different failure modes." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Same symptom class, but different model families and likely different fixes." + "reason": "Same model family, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Unrelated bugs: audio chat-template sampling-rate default vs batched video processor shape issue." + "reason": "Both hit apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash with tool-call assistant messages." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both are tokenizer/speech related, but one is loading failure and the other is save_pretrained/tokenization failure." + "reason": "Completely different subsystems: tokenizer special-token registration vs a GraniteSpeech CI device override test." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Model image-generation test failure vs stale num_return_sequences warning; not the same bug." + "reason": "Unrelated problems: Qwen2.5-VL position IDs vs FP8 inference failure on B200." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Different problem classes: latent/forward mismatch vs stale CI device-override test." + "reason": "Different models and code paths: XLNet CPU tensor allocation vs CohereASR training-loss shifting." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Different preprocessing bugs: label reduction vs return_tensors being ignored with text_kwargs." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied output embeddings." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Perceiver non-default-resolution failure and RT-DETR memory cleanup are unrelated." + "reason": "Different symptoms and causes: dtype drift in evaluate vs memory inefficiency during Qwen3 MoE training." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both multimodal, but one is mm_token_type_ids defaulting and the other is rope position scaling." + "reason": "One is a Qwen3Moe FP8 config failure; the other is a missing exported class import error." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both docs issues, but they target different pipeline APIs and deprecations." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structural inconsistency." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Tuple-label metric gathering vs BeitImageProcessorFast label reduction are distinct bugs." + "reason": "ImportError for a Qwen2.5-VL class vs incorrect detokenization in DeepSeek coder; no shared bug." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Different runtime problems: CUDA assert in device mapping vs FP8 inference on B200." + "reason": "gguf_file loading failure and stale config.dtype after from_config are different API bugs." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated." + "reason": "Both mention pad_token_id missing, but they affect different config classes and are not shown to be the same code-path issue." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Both import-utils regressions, but they concern different helpers and different affected behaviors." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit multimodal dtype-cast failures are distinct problems." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different helpers and model families: DAC latent mismatch vs qwen3_omni_moe feature-length calculation." + "reason": "Audio apply_chat_template sampling-rate default and batched video output shapes are unrelated processor bugs." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Different audio bugs: unsupported center argument vs Whisper empty-transcription failure after token alignment." + "reason": "Different tokenizer/model families and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are separate training issues." + "reason": "A Janus image-generation test failure is not the same as a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both cache-related, but one is max_cache_length configuration and the other is device tensors breaking slice arithmetic." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Processor image-size mismatch and image-loss AMP crash are unrelated." + "reason": "DAC latent decoding mismatch is unrelated to a GraniteSpeech CI test issue." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Different APIs and failures: from_config dtype staleness vs TimesFM window_size AttributeError." + "reason": "BEiT label reduction bug and return_tensors being ignored when text_kwargs is passed are different preprocessing issues." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Qwen multimodal text_config unwrapping and CLIP text-model structure inconsistency are not the same bug." + "reason": "Both involve Gemma/Qwen multimodal behavior, but one is token-type IDs for text-only fine-tuning and the other is temporal position-id scaling." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different platform-specific import failures: Python 3.13 KeyError for flash_attn in import_utils vs Windows AMD ROCm torch.distributed dependency ImportError/TypeError." + "reason": "Both are docs issues, but they cover different pipelines and different deprecated arguments." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are separate hardware/runtime failures." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are different model bugs." + "reason": "Missing utility export/import after v5 removal is different from a missing Falcon-Mamba availability helper." }, { "left": "issue:43335", - "right": "issue:43653", + "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated model/runtime bugs." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and GraniteSpeech stale device-override test are different issues." + "reason": "Both mention labels, but one is metric gathering on a last batch and the other is image-processor label reduction." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Missing flash-attention helper import and generic Torch 2.10 incompatibility are not the same concrete bug." + "reason": "DAC.from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the only accepted soft-edge pair is not grounded in the packet. issue:45520 is about `KeyError: 'flash_attn'` in `import_utils.py` on Python 3.13, while issue:46170 is about a Windows + AMD ROCm `torch.distributed` dependency ImportError/TypeError. They share a broad import-utils theme, but the titles and described failure modes do not support a duplicate-issue conclusion. Because the canonical/best-issue reasoning depends on that acceptance, the summary is not conservative enough." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -9263,284 +9287,305 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 30, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:26413", - "issue:28218", "issue:28282", "issue:29127", "issue:29942", - "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", "issue:37428", - "issue:39692", - "issue:42490", + "issue:38175", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", - "issue:43526", + "issue:43550", "issue:43606", "issue:43611", + "issue:43653", "issue:43720", - "issue:43819", "issue:43825", - "issue:43854", "issue:43931", "issue:44112", + "issue:44206", "issue:44351", "issue:44448", - "issue:44493", "issue:44514", "issue:44521", + "issue:44610", "issue:44743", - "issue:44779", "issue:44855", "issue:44857", "issue:45083", "issue:45127", - "issue:45200", "issue:45245", "issue:45290", - "issue:45310", - "issue:45478", - "issue:45588", + "issue:45412", + "issue:45520", + "issue:45584", "issue:45593", - "issue:45859", + "issue:45759", + "issue:46170", + "issue:46285", "issue:46326", + "issue:46424", "issue:46431", - "issue:46566" + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46858" ], "soft_pairs": [ + "issue:46424|issue:46858", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:43550|issue:44112", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:43931", - "issue:43335|issue:43504", "issue:44448|issue:44743", + "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:43278|issue:43825", - "issue:44514|issue:44521", - "issue:29127|issue:32090", "issue:43720|issue:44112", "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:44514|issue:44521", "issue:43335|issue:45593", "issue:43335|issue:44112", - "issue:45290|issue:46326", "issue:37428|issue:44351", - "issue:46431|issue:46566", + "issue:45290|issue:46326", "issue:45127|issue:45245", - "issue:45588|issue:45859", "issue:34689|issue:35141", - "issue:42490|issue:43854", - "issue:45310|issue:45478", - "issue:45200|issue:45588", - "issue:43819|issue:44493", - "issue:44448|issue:44779", - "issue:39692|issue:43526", - "issue:43606|issue:44857", - "issue:26413|issue:31501", - "issue:28218|issue:32090" + "issue:46431|issue:46566" ], - "prepared_review_unit_hash": "d90fce8d7b561580c5b92fdb65e22e7cc1ad1881001c4c0f77959fd70ff2d985", + "prepared_review_unit_hash": "70e0c82f6ea39eaf59c0d6ceed1837158b273246706b0b37961034ccb729dace", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35770, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports with a few superficial overlaps around chat templates, loading/import errors, and model-specific regressions. I don\u2019t see any soft edge pair that is safe to merge as a true duplicate; the only obvious duplicate-looking item is the Qwen3.5 MoE from_pretrained regression, but it is not one of the proposed pairs.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the clearest representative issue: it has a concrete, repeated regression title and is essentially duplicated by issue:45478 with the same failure mode.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated model-loading, cache, tokenizer, vision, and CI regressions. None of the soft pairs look like true duplicates; they mostly share a broad subsystem name rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44521 is the most active and broadly useful anchor here: it is open, has multiple inbound references, and sits in the small chat-template/multimodal subgroup that has the most internal cohesion. That said, the overall cluster is still too diverse to treat as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, well-scoped, and closest to an actual duplicate pair in the set.", + "best_issue_reason": "issue:44521 is the strongest representative issue in this cluster because it has the clearest ongoing user impact and the most discussion/reference activity, while several nearby issues are related to chat-template behavior. It is still only a loose representative, not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Different failures: Flash Attention 2 test instability vs Trainer GPU broadcast of NoneType." + "reason": "Different cache bugs: config max_cache_length handling vs device-tensor seq_length breaking static-cache arithmetic." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are load-time errors, but one is missing PyTorch and the other is a Mac bus error with a CLIP model; different root causes." + "reason": "Different failures and models: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "A generic v5 loading regression with base_model_prefix is not the same as a Qwen3-VL weight-shape mismatch." + "reason": "Processor image-size mismatch and loss crash are unrelated symptoms and code paths." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Both involve model/config loading, but SwitchTransformers sparse-layer creation and BEiT legacy-field loading are unrelated bugs." + "reason": "Different import problems: flash_attn key error on Python 3.13 vs Windows ROCm torch.distributed dependency issue." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different model behaviors and code paths: Pegasus output drift vs Qwen3.5 recurrent state reset with cache." + "reason": "Distinct loading regressions for different model families and different structural causes." }, { - "left": "issue:44855", + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "dtype propagation bug vs TimesFM window_size attribute error; no shared code path." + }, + { + "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parsing/import failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload device mismatch and feature-length helper behavior are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to a pipeline task-support warning message." + "reason": "Different processors/models and different failure modes: unsupported arg crash vs empty-transcription generation bug." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Same API surface, but one crashes on batched padding=False input and the other returns zero assistant masks; not the same bug." + "reason": "Probability-output issue vs memory-release issue; not the same bug." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to Trainer broadcast failing on NoneType." + "reason": "Sparse-layer config creation and tokenizer special-token registration are separate problems." }, { - "left": "issue:43720", + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal flash-attention symbol import vs general torch-version incompatibility." + }, + { + "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Packed-weight handling in Accelerate loading is a different problem from a stale GraniteSpeech device-override CI test." + "reason": "torch.compile/SDPA model bug and a GraniteSpeech CI test failure are different issues." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe length helper bug are distinct code paths." + "reason": "Flash Attention test failures and _gpu_broadcast_one NoneType handling are unrelated." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to D-FINE auxiliary-loss behavior." + "reason": "PyTorch missing import error vs MacOS bus error in a CLIP model; different root causes." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Configuration bug vs CI test flake in a different model family." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Both touch chat templating, but tool-call/no-content crashes and continue_final_message behavior are different failures." + "reason": "Different generation/model-state issues: output drift between versions vs recurrent state reset with cache." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Missing symbol import errors for different APIs and symbols; not the same regression." + "reason": "Sparse-layer config bug vs legacy-field pretrained loading bug." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Lack of chat template support is unrelated to DiffusionGemma staying on meta with device_map=auto." + "reason": "Python 3.13 JIT parsing/import failure vs helper-function behavior bug; unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + "reason": "Embedding dtype mismatch vs pipeline error-message regression; different scope." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Flash-attention sink handling and CPU-offload rotary-embedding behavior are different failures." + "reason": "Accelerate packed-weight unpacking bug vs CI device-override flake." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing resized embeddings are not the same issue." + "reason": "No meaningful overlap beyond being in the same library." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash test loading failure are unrelated." + "reason": "LayoutLMv3 error-message clarity issue vs trainer broadcast TypeError; not the same bug." }, { - "left": "issue:45310", - "right": "issue:45478", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "These are true duplicates by title and description, but this edge was not proposed as a soft pair to merge." + "reason": "Both involve apply_chat_template, but one is a batched-padding crash and the other is zero assistant masks for multimodal inputs; likely different code paths." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "DAC.from_latents/forward mismatch is unrelated to unexpected position-id keys." + "reason": "Sparse-layer configuration bug vs missing auxiliary losses in D-FINE." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Pegasus output differences and DeepSeek tokenizer changes are different problems." + "reason": "Sparse-layer config bug vs GraniteSpeech CI failure; unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Different import regressions: _flash_supports_window_size missing vs HybridCache import failure." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA failure." + "reason": "Tool-call/no-content chat-template crash and mistral_common continue_final_message bug are different behaviors." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure and FineWeb SLM training not starting are not the same bug." + "reason": "LoRA merge/tied-embedding collapse and category-count limit error are unrelated." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast of NoneType." + "reason": "Llama 3.2 Vision loading regression vs post_init reinitialization after resizing embeddings." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on processor vs meta-device placement with device_map='auto'." } ] }, @@ -9554,37 +9599,38 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 31, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:10000", - "issue:15354", + "issue:26413", "issue:27957", + "issue:28218", "issue:29870", "issue:29942", + "issue:31501", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", "issue:38175", "issue:39692", - "issue:40444", "issue:42490", "issue:43278", "issue:43329", - "issue:43381", "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", + "issue:43819", + "issue:43854", "issue:43927", "issue:44206", "issue:44360", @@ -9592,276 +9638,279 @@ "issue:44493", "issue:44561", "issue:44617", - "issue:44855", + "issue:44779", "issue:44857", "issue:44977", "issue:45072", "issue:45083", - "issue:45229", "issue:45290", + "issue:45310", "issue:45381", "issue:45459", + "issue:45478", "issue:45588", "issue:45698", "issue:45823", + "issue:45859", "issue:45920", "issue:46192", "issue:46234", - "issue:46399", - "issue:46421", - "issue:46655", - "issue:46697", - "issue:46858" + "issue:46697" ], "soft_pairs": [ + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:43606|issue:44857", + "issue:28218|issue:32090", "issue:45459|issue:46234", "issue:44617|issue:46697", "issue:39692|issue:44493", "issue:43701|issue:45083", "issue:44206|issue:45823", "issue:32090|issue:33357", + "issue:44360|issue:44561", "issue:44857|issue:45072", "issue:42490|issue:43575", - "issue:44360|issue:44561", "issue:43550|issue:45083", "issue:38175|issue:44493", "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:29870|issue:32090", - "issue:45290|issue:45381", - "issue:43278|issue:43329", - "issue:45920|issue:46192", "issue:44448|issue:44977", - "issue:40444|issue:43526", - "issue:45290|issue:46655", - "issue:43278|issue:43381", - "issue:10000|issue:15354", - "issue:44977|issue:45229", - "issue:43927|issue:45698", - "issue:44855|issue:46399", - "issue:29870|issue:33290", - "issue:44857|issue:45588", - "issue:46421|issue:46858" + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:43927|issue:45698" ], - "prepared_review_unit_hash": "c3c3f87f68f829c2f526d3a8c359fe145e9aad42ad75b77605c1717882480687", + "prepared_review_unit_hash": "8b7099dd0772a4f18dabbe9c417e0c7c9833310010c6019b692462da2f36a6e2", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36263, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 35543, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate cluster; they are a grab bag of unrelated bugs across tokenization, generation, multimodal processing, serialization, and training/runtime errors. I would reject every soft edge candidate.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the reports describe different underlying bugs and code paths, so there is no meaningful duplicate representative.", + "summary": "This cluster is mostly heterogeneous; only one soft pair looks like a true duplicate. The rest are distinct bugs spanning unrelated models, loaders, tokenizers, training, and device/dtype issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the clearest representative of the only strong duplicate pair: it is an earlier, concrete report of the Qwen3.5 MoE `from_pretrained` failure, and issue:45478 appears to be the same bug reported again.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the set is too heterogeneous to nominate one issue as the representative duplicate target.", + "best_issue_reason": "issue:45310 is the best issue to keep as the canonical bug report because it is the clearest and earliest instance of the repeated Qwen3.5 MoE loading regression in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "One is a tokenizer/protobuf error path; the other is a missing import_utils availability symbol. Different bugs and fixes." + "reason": "Different failures: flash-attention sink-less crash vs CPU offload rotary-embedding incompatibility." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding in the image processor." + "reason": "Different bugs: local-path trailing-slash warning vs GLM-4.7-Flash model-loading failure." }, { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Doc example/model-processor mismatch is unrelated to unexpected position-id key warnings across models." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report the Qwen3.5 MoE `from_pretrained` regression with essentially the same failure mode." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Checkpoint-resume key mismatch is a different problem from qwen3_omni_moe length calculation behavior." + "reason": "Different models and symptoms: Pegasus v4/v5 output drift vs DeepSeek tokenizer regression." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Unsupported center arg in audio feature extraction is unrelated to Gemma4 device_map forward mismatch." + "reason": "Different code paths: DAC latent/forward mismatch vs widespread position-id key warnings." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Trainer broadcast NoneType error and Mac bus error on CLIP are distinct failures." + "reason": "Docs/example errors for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Both mention dtype issues, but they hit different models/code paths and are not the same concrete bug." + "reason": "Checkpoint resume epoch-iterator error is unrelated to FineWeb SLM training not starting." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen2 TP load OOM." + "reason": "Different concrete crashes: CPU-offload device mismatch vs float16 AMP CUDA loss failure." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Protobuf-import error masking tokenizer exceptions is unrelated to a missing import_utils helper symbol." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a different bug from position-id key issues." + "reason": "CUDA OOM during Sam3Video is unrelated to Swin2SR over-padding behavior." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "XLMRoberta Flash Attention 2 issue and Llama 3.2 Vision loading breakage are separate model-specific problems." + "reason": "Docs/example failures do not match the position-id warning regression." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resize_token_embeddings." + "reason": "Resume key mismatch and Qwen3_omni_moe feature-length helper issues are different bugs." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "BART generate decoder_attention_mask crash and Trainer broadcast NoneType error do not share a code path." + "reason": "Unsupported `center` argument in a feature extractor is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video vision_position_ids." + "reason": "Different failures: `_gpu_broadcast_one` NoneType error vs MacOS CLIP bus error." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Eval dtype change and undefined multimodal-token helpers are different bugs." + "reason": "A model-component activation issue is unrelated to removal of `is_torch_fx_available`." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Wrong token IDs regression and return_tensors being ignored are separate tokenizer issues." + "reason": "Different model paths and symptoms: LwDetr loss crash vs bfloat16 dtype mismatches." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Trailing-slash import warning is unrelated to tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Multimodal finetuning with multiple images is unrelated to BeitImageProcessorFast label reduction." + "reason": "torch.compile/SDPA failure is unrelated to `_get_feat_extract_output_lengths` behavior." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Chat template tool-call handling and SmolVLM video padding are different processing bugs." + "reason": "Zero-probability outputs and unexpected position-id keys are different regressions." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Embedding dtype drift and gradient checkpointing in eval mode are not the same issue." + "reason": "Flash Attention 2 support issue is unrelated to Llama 3.2 vision model loading regression." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/torch.jit.script export failure are unrelated." + "reason": "Failing FA2 tests and embedding reinitialization after resize are separate issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." + "reason": "BART decoder attention-mask bug is unrelated to Trainer broadcast type errors." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "DiaConfig token-ID persistence and loading the wrong custom module after save_pretrained are distinct serialization problems." + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failure are distinct." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and Qwen3.5 missing-decorator registration error are different code paths." + "reason": "Wrong token IDs regression is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "BART generation crash and Deepspeed Adafactor OOM are unrelated." + "reason": "Embedding dtype regression and multimodal video-branch undefined names are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "AMP CUDA crash in LwDetrImageLoss is not the same as flash_attention.py failing on s_aux=None." + "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video position-id errors." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Spurious recompilation from cache lazy init is different from device-tensor seq_length breaking slice arithmetic." + "reason": "Custom token IDs being lost on save/load is a different bug from loading the wrong custom module after save_pretrained." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue:45310 is supported by the earlier timestamp and identical issue title with issue:45478, and the other soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 32, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", "issue:29127", "issue:29870", @@ -9869,281 +9918,286 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:34689", "issue:37428", "issue:39692", + "issue:40444", "issue:41720", "issue:42175", "issue:42490", - "issue:42915", - "issue:42994", "issue:43278", "issue:43381", - "issue:43412", + "issue:43526", "issue:43575", - "issue:43611", "issue:43653", "issue:43701", - "issue:43756", "issue:43873", "issue:43976", "issue:44186", - "issue:44206", "issue:44361", "issue:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44568", "issue:44743", "issue:44779", + "issue:44855", + "issue:44857", "issue:44871", "issue:44977", "issue:45198", "issue:45229", - "issue:45372", - "issue:45406", + "issue:45290", "issue:45440", "issue:45491", "issue:45563", "issue:45588", "issue:45803", "issue:45823", - "issue:46121" + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" ], "soft_pairs": [ + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:29870|issue:33290", + "issue:44857|issue:45588", "issue:37428|issue:42175", + "issue:46421|issue:46858", "issue:32090|issue:33290", "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:25251|issue:32090", "issue:43976|issue:45440", "issue:44448|issue:44466", + "issue:25251|issue:32090", "issue:42490|issue:43873", "issue:44568|issue:45491", "issue:43278|issue:43575", + "issue:44871|issue:44977", "issue:45588|issue:45823", + "issue:41720|issue:45229", "issue:43381|issue:43701", + "issue:44977|issue:45563", "issue:29127|issue:34567", - "issue:44871|issue:44977", - "issue:41720|issue:45229", "issue:33357|issue:39692", - "issue:44977|issue:45563", "issue:45198|issue:45803", "issue:44361|issue:45198", "issue:44186|issue:45198", - "issue:43653|issue:44743", - "issue:43611|issue:46121", - "issue:45372|issue:45588", - "issue:29870|issue:34689", - "issue:42915|issue:42994", - "issue:45372|issue:45406", - "issue:43756|issue:45440", - "issue:44206|issue:44479", - "issue:43412|issue:45588" + "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "8da16b65a0fb6f5541f81649d95937e2babc1b87fd8cc94ada25277fdabe1d48", + "prepared_review_unit_hash": "d94f606320f398e6b8e3479ee5e837e0096eb57b87591471fa85d98b5fb59de0", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36626, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "soft_pair_count": 30, + "serialized_chars": 37035, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated bugs in tokenizers, generation, quantization/offloading, model loading, and docs. No soft edge pair looks like the same concrete underlying bug; the closest pairs are only broadly related by subsystem, not by root cause.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has the most discussion/inbound references, and its quantization/offloading scope is the broadest among the set.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, generation, training, quantization, cache/compile, and model-specific regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges are rejected and there is no clear canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated root causes and subsystems, so there is no shared duplicate target for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best represents the cluster because it is the most active and the most broadly phrased bug report; the other issues are more specific and mostly unrelated.", + "best_issue_reason": "No issue is a good global representative for this cluster because the supposed duplicates are only loosely similar by subsystem, not by underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different failures: DistilBERT model issue vs torch.jit.script GeneratorExp/export problem for ViT." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve generation/runtime failures, but one is Qwen3.5 flash-attention behavior and the other is Gemma4 multi-GPU OOM; different causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/parse-style failures, but one is Python 3.13 torch.jit import parsing and the other is a missing decorator on a Qwen3.5 kernel registration." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different multimodal code paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None AttributeError are separate runtime bugs." + }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different failures: a missing flash-attention import versus a packaging/backend dependency issue." + "reason": "Missing flash_attention utility import and missing TensorFlow backend in a torch install are different packaging/import issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is spurious recompilation from lazy init and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and Deepspeed Adafactor OOM are different code paths and symptoms." + "reason": "Trainer NoneType GPU broadcast error is unrelated to Adafactor memory exhaustion in DeepSpeed." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer output regressions." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output changes." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both involve memory/quantization concerns, but one is offloading behavior and the other is Gemma4 multi-GPU OOM; not the same bug." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast handling." + "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are both memory-related but not the same underlying bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility failure is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Python version compatibility regression is unrelated to DeepSeekV3MoE diverging from the remote implementation." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One is a generation output mismatch across versions; the other is serialization of tied weights depending on device." + "reason": "Pegasus v4/v5 output mismatch and lm_head.weight serialization inconsistency are different model-behavior regressions." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to Trainer _gpu_broadcast_one NoneType failure." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading failures." + "reason": "Local-model trailing-slash import warning has nothing to do with quantization/offloading behavior." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different model/path-specific bugs." + "reason": "mDeBERTa add_special_tokens BOS/EOS regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Training/eval dtype drift is distinct from tp loading OOM for a large Qwen model." + "reason": "Embedding dtype change in eval is unrelated to Qwen2-57B TP OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch do not share a root cause." + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same bug as Gemma4 multi-GPU OOM." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Gemma eos token config inconsistency is unrelated to Qwen flash-attention generation failure." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged generate() warning." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Auto device map cuda assert and Gemma4 multi-GPU OOM are different inference failures." + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP loading and SigLIP2 docs example errors are not the same bug." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Flash-attention generation regression and a stale num_return_sequences warning are unrelated." + "reason": "MacOS bus error with a community CLIP model is not the same as the SigLIP2 docs example/model-processor mismatch." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Tokenization/save_pretrained failure and a bare except swallowing interrupts are different issues." + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except error swallowing are distinct bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task crashes and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not share the same code path." + "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save_pretrained/tokenization fail are different tokenizer issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "base_model_prefix loading regression and rope-validation TypeError are different API surfaces." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import failure and flash_attention s_aux crash are separate failures in different components." - }, - { - "left": "issue:29870", - "right": "issue:34689", - "accept": false, - "reason": "Bart generate UnboundLocalError and Llama 3.2 Vision loading regression are unrelated issues." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Processor import error and serve-time missing _tokenizer attribute are different Gemma4 loader issues." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Feature extractor center-arg regression and Qwen video-input regression are different model/input pipelines." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export guard/erfinv support and flash_attention s_aux handling are unrelated problems." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset with cache are unrelated." } ] }, @@ -10157,318 +10211,319 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 33, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:27957", "issue:29127", + "issue:29870", "issue:29942", "issue:30064", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", "issue:42490", "issue:42915", + "issue:42994", "issue:43065", "issue:43066", - "issue:43334", "issue:43381", + "issue:43412", "issue:43421", "issue:43526", - "issue:43531", "issue:43575", + "issue:43611", "issue:43653", "issue:43701", - "issue:43824", + "issue:43756", "issue:43931", "issue:43994", - "issue:44186", + "issue:44206", "issue:44265", - "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", + "issue:44479", "issue:45072", "issue:45198", "issue:45245", - "issue:45250", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", "issue:45584", + "issue:45588", "issue:45593", "issue:45712", "issue:45834", + "issue:46121", "issue:46369", - "issue:46640", "issue:46693" ], "soft_pairs": [ + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45406", "issue:43653|issue:44442", - "issue:29942|issue:30064", + "issue:43412|issue:45588", + "issue:44206|issue:44479", "issue:45491|issue:46693", + "issue:29942|issue:30064", "issue:45459|issue:45712", - "issue:29127|issue:33357", "issue:45245|issue:45563", "issue:43065|issue:43994", "issue:44265|issue:45198", + "issue:29127|issue:33357", "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:43066|issue:44462", "issue:45440|issue:45593", "issue:45372|issue:45459", - "issue:42490|issue:43381", "issue:29127|issue:35141", + "issue:42490|issue:43381", "issue:43421|issue:45491", "issue:45412|issue:46369", "issue:43994|issue:45412", "issue:43575|issue:44387", - "issue:44464|issue:45584", "issue:44442|issue:45072", + "issue:44464|issue:45584", "issue:42915|issue:43931", "issue:43526|issue:45834", - "issue:43526|issue:46693", - "issue:43824|issue:44279", - "issue:27957|issue:29127", - "issue:27957|issue:33290", - "issue:43526|issue:44186", - "issue:43994|issue:46369", - "issue:45250|issue:46640", - "issue:33290|issue:34689", - "issue:43334|issue:43531" + "issue:43526|issue:46693" ], - "prepared_review_unit_hash": "a278218a5ddbeee830b70f4410b698271a7c068691dc235800886dcd126bd654", + "prepared_review_unit_hash": "1330a457688e665299f0646f5cf89f2f214f74b9de889b93b46fe8cac063cc7d", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36422, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "serialized_chars": 37356, + "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 heterogeneous: tokenizer/loading, vision/segmentation, memory/OOM, and generation bugs are mixed together. There is a loose Flash Attention 2 subtheme, but the specific reports differ enough that none of the soft edges look like safe duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 46640 is the broadest Flash Attention 2 umbrella in the set and is the closest thing to a representative anchor, but the surrounding issues are not one duplicate family.", + "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated tokenizer, generation, quantization, vision, export, and CI regressions. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected. If one issue must serve as the representative, issue 44462 is the cleanest standalone bug report.", + "confidence": 0.95, + "canonical_issue_reason": "If a single anchor is needed, issue 44462 ('AutoTokenizer ignores tokenizer.json from the repository') is the clearest, most self-contained bug report in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46640 is the closest global representative because it matches the only recurring theme (Flash Attention 2), though it still does not cover the unrelated issues in the cluster.", + "best_issue_reason": "Issue 44462 is the best global representative: it is concrete, reproducible, and narrowly scoped compared with the other mixed bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different failures: base_model_prefix model loading vs rope-validation JSON list typing." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import error and flash-attention None-handling crash are unrelated code paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FP8 config failure and the other is save_pretrained failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-specific bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor import failure and transformers serve attribute error are distinct issues." + }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer mask-token special-token registration bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer paths." + "reason": "Tokenizer special-token decode bug vs AutoTokenizer loading the wrong tokenizer class." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/support issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation-map processing; different subsystems and symptoms." + "reason": "Feature extractor arg crash and Qwen video-input regression are different subsystems." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaNs from sliding-window all-padding batches vs FA2 long-context performance regression; same broad area, different bug." + "reason": "NaN embeddings correctness bug and FA2 long-context performance regression are not the same path." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Protobuf-missing tokenizer error masking vs leftover dummy classes leaking into dir(transformers); unrelated issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; no shared underlying bug." + "reason": "Protobuf decode exception masking and leftover dummy classes are different maintenance bugs." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error vs stale generate warning; different code paths and failure modes." + "reason": "Category-limit runtime error and stale paged-generate warning do not share the same root cause." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d placeholder vs SigLIP2 AutoModel/pipeline wrong outputs; unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 bad outputs are different model issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak on deletion; different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP load OOM for Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but not the same bug." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation vs D-FINE auxiliary-loss handling; unrelated model changes." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model behaviors." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import break from mistral_common vs protobuf decode-error masking; different failure sources." + "reason": "Gemma processor import failure and protobuf decode error handling are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Trailing-slash local-model import warning vs gradient-checkpointing disallowed in eval mode; unrelated." + "reason": "LayoutLMv3 box-message clarity and embedding reinit in post_init are different issues." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "LayoutLMv3 box-validation messaging vs embedding reinitialization after resize; different code paths." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Special-token post-processor not updating at runtime vs Gemma3 NaNs in sliding-window batches; not the same issue." + "reason": "TokenizerBackend post-processor update bug and Gemma3 NaN embeddings are different paths." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory leak on deletion vs sam3-litetext memory overflow when called; both memory-related but distinct." + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are both memory-related but not the same defect." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated." + "reason": "Siglip2 nonsensical outputs and RT-DETR memory leak are unrelated model bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 TP load OOM vs int4 quantization reserved-memory regression; both OOM-related but different causes." + "reason": "TP OOM on Qwen2 and int4 quantization reserved-memory regression are distinct OOM causes." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs Whisper empty-transcription failure after align_special_tokens; unrelated." + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "AutoTokenizer failing to load a tokenizer vs bfloat16 dtype mismatches in inference; different bug classes." + "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different generation bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3MoE fine-grained FP8 config failure vs Qwen3-VL weight-shape mismatch; related model family but distinct issues." + "reason": "FP8 config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 OCR long-input index error; unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing issues." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs FA2 performance regression; no shared underlying bug." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; unrelated." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs LayoutLMv3 error-message clarity; not the same bug." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "FA2 support for XLMRoberta vs Adafactor OOM in deepspeed; unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs LayoutLMv2 tokenizer crash on NER padding/truncation; different code paths." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "SigLIP2 output corruption vs sam3-litetext memory overflow; unrelated." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific performance regression; not the same concrete bug." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision loading break; unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id missing vs Qwen3-MoE sliding_window issue; same broad family but different failures and fixes." + "reason": "reduce_labels array truncation and FA2 long-context performance regression are unrelated." } ] }, @@ -10482,277 +10537,284 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 34, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:27957", + "issue:29127", "issue:29870", "issue:33290", + "issue:34689", "issue:35141", "issue:42175", "issue:42490", "issue:43262", "issue:43316", + "issue:43334", "issue:43381", "issue:43493", "issue:43525", - "issue:43643", + "issue:43526", + "issue:43531", "issue:43646", "issue:43720", - "issue:43723", - "issue:43749", "issue:43761", + "issue:43824", "issue:43827", "issue:43873", - "issue:43931", + "issue:43994", "issue:44062", "issue:44077", + "issue:44186", "issue:44206", + "issue:44279", "issue:44442", - "issue:44479", "issue:44514", "issue:44743", "issue:44811", - "issue:44855", - "issue:44871", "issue:44898", - "issue:44913", "issue:44977", "issue:45003", - "issue:45137", "issue:45245", - "issue:45325", + "issue:45250", "issue:45381", "issue:45440", - "issue:45479", "issue:45588", "issue:45600", "issue:45859", "issue:45907", "issue:46121", "issue:46234", + "issue:46369", "issue:46399", - "issue:46697" + "issue:46640" ], "soft_pairs": [ + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", "issue:46121|issue:46399", + "issue:43334|issue:43531", "issue:33290|issue:35141", "issue:45588|issue:45600", - "issue:44514|issue:45381", "issue:43381|issue:43873", + "issue:44514|issue:45381", "issue:43761|issue:45859", "issue:43646|issue:44077", - "issue:43262|issue:44206", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", + "issue:43262|issue:44206", "issue:45003|issue:45440", "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:43723|issue:45479", "issue:27957|issue:29870", - "issue:43316|issue:43525", "issue:43493|issue:43827", - "issue:44077|issue:44479", - "issue:45325|issue:46697", - "issue:44062|issue:45907", - "issue:43873|issue:44871", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:43749|issue:43931" + "issue:43316|issue:43525", + "issue:44062|issue:45907" ], - "prepared_review_unit_hash": "5b3924b0f668b02b91a74e25a16fa085077f51740865eec71a412a133e69d586", + "prepared_review_unit_hash": "5b2aebd8012057e54950c34a3a2a848750b77b8b5f1b66dadf4775a1c9f1decf", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35751, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "soft_pair_count": 27, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a duplicate cluster: the issues span many unrelated subsystems and model families, with no pair appearing to describe the same underlying bug or change. All soft-edge candidates should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set does not contain any clear duplicate pairs. Most items are unrelated model- or subsystem-specific bugs; the few thematically similar pairs still describe different concrete failure modes, so I rejected all soft edges. I picked a broad, active issue as the best representative anchor for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item here (open, highest discussion/inbound reference volume), so it works best as a representative anchor even though this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most substantial standalone report here (open, detailed, multiple inbound references), so it is the best representative issue even though the overall set is not a duplicate group.", + "best_issue_reason": "issue:43873 is the best global issue fit because it is broad, actively discussed, and central enough to summarize the cluster\u2019s general problem space better than the more narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different failures in different areas: rope-parameter validation vs Qwen3.5 kernel registration." + "reason": "Both mention loading/import problems, but one is a specific missing Qwen2.5-VL symbol and the other is a vague dependency complaint; not the same underlying bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Deepspeed/optimizer memory usage and token-embedding reinit are unrelated code paths." + "reason": "Different models and different failures: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box validation error handling." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Flash-attention runtime crash on sink-less models vs stale auto-mapping references; same repo area but not same bug." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and Sam3LiteText memory overflow are unrelated model-specific issues." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete code-path or symptom; too vague to treat as duplicates." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Adafactor+DeepSpeed OOM behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT image label reduction and LayoutLMv2 NER padding/truncation crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory usage in DeepSpeed is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "One is a type error in rope validation argument handling; the other is a kernel registration/decorator failure in Qwen3.5. Different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config and sliding-window behavior in Qwen3-MoE are distinct config/model issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video position-id computation." + "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling crash and stale auto_mappings references to removed Sam3LiteText configs are separate problems." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + "reason": "Gradient checkpointing in eval mode and quantization/offloading misbehavior are different runtime features with different failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat template preprocessing and the other has wrong vision_position_ids for video input." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden-states regression and Qwen3.5Moe CPU-offload incompatibility affect different models and mechanisms." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated model/path issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom config loading with trust_remote_code and patchtsmixer post_init policy are separate issues." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template default sampling rate is unrelated to a feature-extractor center-argument crash." + "reason": "Custom model initialization breakage in v5 and patchtsmixer post_init allowance are not the same bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-count limit are completely different failures." + "reason": "Qwen3.5 flash-attention generation problems and the category-cardinality runtime error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip-special-token handling are unrelated." + "reason": "Qwen3.5-MoE recurrent state reset and Whisper batch_decode skip_special_tokens behavior are separate bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation bug are separate model/input-processing problems." + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are different model/component issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor unsupported center argument are unrelated audio-processing bugs." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access bug in modeling_utils is not the same as DeepSeekV3MoE divergence from remote implementation." + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence from remote implementation are different code paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + "reason": "Local-path trailing-slash import warning has nothing to do with Qwen3.5 recurrent-state handling." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different code paths." + "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2Conformer are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend selection issue and missing import_utils symbol are not the same defect." - }, - { - "left": "issue:43723", - "right": "issue:45479", - "accept": false, - "reason": "AutoTokenizer loading regression and zero-loss classification behavior are unrelated." + "reason": "A missing backend in pip extras and a missing import_utils availability helper are different packaging/import issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and BART decoder_attention_mask assignment are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-related, but they concern different models and different missing/mismatched fields." + "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask assignment are unrelated generation bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift and stale docs after pipeline removals are not the same bug." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are not the same underlying issue." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-VL rope index scaling and Swin2SR padding behavior are distinct image/video preprocessing bugs." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in shape but refer to different configs and fixes." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken kwargs conflict and list_repo_files revision forwarding are unrelated API issues." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are unrelated runtime failures." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config-loading bugs." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL shape mismatch are separate loading failures." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated utility bugs." } ] }, @@ -10766,15 +10828,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 35, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:16998", "issue:22355", @@ -10791,48 +10853,54 @@ "issue:43550", "issue:43575", "issue:43606", - "issue:43646", + "issue:43643", "issue:43701", - "issue:43716", "issue:43742", + "issue:43749", "issue:43761", "issue:43825", + "issue:43873", "issue:43931", "issue:44077", "issue:44079", - "issue:44162", "issue:44188", "issue:44190", "issue:44442", "issue:44464", + "issue:44479", "issue:44496", - "issue:44534", - "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44987", + "issue:45137", "issue:45216", + "issue:45325", "issue:45584", "issue:45698", "issue:45759", "issue:45803", - "issue:46050", "issue:46178", "issue:46234", "issue:46291", - "issue:46365", "issue:46421", "issue:46506", - "issue:46821" + "issue:46697" ], "soft_pairs": [ - "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", "issue:43316|issue:45759", - "issue:43761|issue:44188", + "issue:43761|issue:44079", "issue:44190|issue:44496", + "issue:43761|issue:44188", "issue:43931|issue:45216", - "issue:44987|issue:46178", "issue:44442|issue:45803", + "issue:44987|issue:46178", "issue:42907|issue:45698", "issue:43232|issue:43388", "issue:43701|issue:46506", @@ -10847,217 +10915,204 @@ "issue:16998|issue:22355", "issue:44464|issue:46421", "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43316|issue:43716", - "issue:44077|issue:44534", - "issue:43316|issue:46821", - "issue:44871|issue:46050", - "issue:43646|issue:44913", - "issue:45803|issue:46365", - "issue:44162|issue:44792" + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "4f417e5a876e9af80cf3efa5887771b54ac56241ef265e9ccf10ccd9429e15da", + "prepared_review_unit_hash": "c518ab5c6dab4fdb8ab74c12b530c8f68bfe2a14b007a7394ad3ff225e667eab", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "soft_pair_count": 28, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of mostly unrelated Transformers issues. Several pairs share broad themes like save/load regressions, config mismatches, or v5 behavior changes, but none look like the same concrete bug or patchable in one PR. No pull requests are present; issue 45698 is the broadest representative of the save/load regression theme.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45698 is the most general and reusable user-facing bug here: custom module resolution breaks after save_pretrained/from_pretrained, which is a broader serialization/load-path regression than the other specific reports.", + "summary": "This cluster is a grab bag of unrelated Transformers bugs across loading, generation, quantization/offload, tokenization, config persistence, and a few trainer/pipeline edge cases. The soft pairs mostly share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are heterogeneous; if one representative is needed, issue 43749 is the strongest standalone candidate due to its detailed regression report and higher discussion/inbound activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the broadest scope, clear reproduction impact, and the strongest representation of a recurring save/load class of failures among these issues.", + "best_issue_reason": "Issue 43749 is the best global issue candidate because it is well-scoped, concrete, and has the richest triage signal among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: optional post_init handling in patchtsmixer vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different preprocessing issues: rope/position_id scaling vs over-padding in an image processor." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload failure vs Gemma eos_token_id config mismatch; different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: Python 3.13 JIT parsing error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence bugs: trust_remote_code config field loss vs GPTNeoX rotary_pct reload defaulting." + }, + { + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Different failures: CLIPVision hidden_states regression vs ModelOutput key assignment bug." + "reason": "Both are loading problems, but one is FSDP CPU-RAM-efficient loading and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config unwrapping multimodal text_config; different code paths." + "reason": "Different composite-config issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM.from_config unwrap behavior." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "Hidden_states regression and torch.compile attention-kernel divergence are unrelated bugs." + "reason": "One is CLIPVisionModel hidden_states behavior; the other is generic ModelOutput key assignment with None values." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure and unrecognized model/config.json error are unrelated." + "reason": "Different failures: example script local dataset loading vs unrecognized model config/type." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both involve Qwen/VL loading or saving, but one is weight-shape mismatch on load and the other is a save_pretrained checkpoint regression; not the same bug." + "reason": "Model output regression vs torch.compile attention-kernel branching bug; not the same path." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Different dependency/import failures: kernels backend loading vs missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Different model lifecycle bugs: load-time shape mismatch vs save_pretrained producing an incorrect checkpoint." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception-swallowing are different issues." + "reason": "Tokenizer loading failure vs a bare-except bug in tensor conversion; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load regression for a specific repo vs backend mapping missing tensorflow_text; different subsystems." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is custom-module resolution after reload; distinct failure modes." + "reason": "Saving a dequantized model and loading the wrong custom module are distinct save/load issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg sync after sync_gpus and gather_for_metrics label dropping are unrelated trainer/generation bugs." + "reason": "Generation kwargs synchronization bug vs gather_for_metrics label truncation; unrelated behavior." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence in PPDocLayoutV3; different defects." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different issues." + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different parallelism problems." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Flash Attention support issue vs Trainer _gpu_broadcast_one NoneType error; no common bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." + "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM while loading Qwen2-57B and key error loading MobileLLM-125M are different loading bugs." + "reason": "Large-model TP OOM vs MobileLLM key error on load; different failure modes." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch dependency are unrelated." + "reason": "Pipeline top_k output-shape bug vs missing PyTorch import error; different layers." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both touch import helpers, but one is a missing availability helper and the other is a pipelines import failure due to kernels version requirements." + "reason": "Missing import_utils helper vs kernels import/version requirement; different dependency issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression and translation-task error-message regression are different bugs." + "reason": "processor.tokenizer/images regression vs a pipeline error-message regression for translation tasks." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question and transformers.onnx import error are unrelated." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward output inconsistency and chunked-prefill recompilation are related only loosely; they are not the same concrete bug." + "reason": "Inconsistent outputs from compiled chunked generation vs spurious recompilation from chunked prefill cache init; different symptoms and likely causes." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both are v5 regression reports, but one is processor/tokenizer behavior and the other is eos_token_id config mismatch." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate config/API issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal bugs." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "patchtsmixer post_init validation and non-persistent buffer initialization are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:46821", - "accept": false, - "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are different serialization/config issues." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload reset are distinct regressions." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failure until uninstalling datasets are unrelated." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 breakage and janus generate-images test failure are unrelated." + "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription failure; different models and logic." } ] }, @@ -11071,262 +11126,277 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 36, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:35141", - "issue:41950", - "issue:42490", + "issue:42175", "issue:43065", + "issue:43316", "issue:43352", "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43475", "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", "issue:43572", + "issue:43646", "issue:43650", "issue:43673", "issue:43688", + "issue:43716", "issue:43761", - "issue:44190", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44734", "issue:44743", "issue:44792", + "issue:44871", "issue:44913", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45406", "issue:45542", "issue:45600", "issue:45632", "issue:45698", "issue:45803", + "issue:46050", "issue:46170", "issue:46178", "issue:46202", "issue:46234", + "issue:46365", "issue:46369", "issue:46424", "issue:46640", - "issue:46832" + "issue:46894" ], "soft_pairs": [ + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:44242|issue:46894", + "issue:45803|issue:46365", + "issue:44162|issue:44792", "issue:43452|issue:44496", "issue:43404|issue:43441", "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:44610|issue:46369", "issue:43650|issue:46202", - "issue:43761|issue:46832", - "issue:43540|issue:44514", + "issue:43761|issue:44479", "issue:43504|issue:45698", + "issue:43540|issue:44514", "issue:45542|issue:46234", + "issue:43352|issue:46640", "issue:43572|issue:46178", "issue:43065|issue:44617", - "issue:43352|issue:46640", "issue:43388|issue:43688", - "issue:44792|issue:45600", "issue:45127|issue:45200", + "issue:44792|issue:45600", "issue:44792|issue:44977", - "issue:43673|issue:44743", - "issue:41950|issue:43475", - "issue:44190|issue:44964", - "issue:43525|issue:43531", - "issue:44734|issue:45406", - "issue:44534|issue:44913", - "issue:35141|issue:42490" + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "dc226a0277996b9197426864eff276907c50e04fb2bffcdd444b7fdab5b8a9e2", + "prepared_review_unit_hash": "9323b0efcdaea67d440f7e957599dfc50e241d0eb54c5acc851e33722b613143", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34320, - "estimated_input_tokens": 8580, - "estimated_eval_tokens": 17416 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35371, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated issues rather than a true duplicate set. None of the soft-similarity pairs describe the same concrete bug/change, so all are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the most active and broadly scoped loading bug in the set, so it is the best available representative, though the cluster is heterogeneous.", + "summary": "The cluster is heterogeneous: most items are distinct Transformers bug reports spanning configs, loaders, attention, cache, and model-specific regressions. I would anchor it on the active, broadly scoped save/load regression in issue #45698, but none of the soft pairs look like true duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "issue #45698 is the strongest cluster anchor: it is open, highly discussed, has inbound references, and describes a broad from_pretrained/save_pretrained regression that is representative of the cluster\u2019s most recurring load/save failure pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the highest discussion/inbound references and the broadest user impact among these unrelated issues.", + "best_issue_reason": "issue #45698 is the best issue to keep as the representative item because it has the most activity and a clear, user-facing failure mode around custom module reloads; it is also more central than the narrower, model-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Both are model/config-related, but one is an API discrepancy in Gemma3TextConfig and the other is a dtype mismatch in Mistral-3 image preprocessing; different code paths and failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init validation and non-persistent buffer junk in v5 are unrelated bugs in different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging and Gemma3TextConfig API mismatch are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id config inconsistency, the other is a quantized save/load regression; both involve persistence but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers v5 custom-init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and a training-loss double-shift bug are different loss computation errors in different models." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A bare except swallowing exceptions in FuyuBatchFeature is unrelated to a Trainer import failure caused by datasets/package interaction." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a Janus image-generation test failure are separate model-specific regressions." + }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loader failures: gguf_file handling vs an unrecognized custom model/config error." + "reason": "GGUF file handling in from_pretrained is not the same as an unrecognized model/config missing model_type." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "One is a tied lm_head-weight bug; the other is a FlashAttention support/runtime issue." + "reason": "lm_head weight tying and FlashAttention support are different Mistral/Ministral issues." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length being honored only for quantized cache." + "reason": "A cache-path collision for local models and max_cache_length being honored only for Quantized Cache are unrelated caching bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm torch.distributed import dependency problem." + "reason": "Bare except in tensor conversion and a Windows ROCm torch.distributed import problem do not share the same underlying code path." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to SAM3 LiteText memory overflow." + "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different failure modes." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "\"ADD THE DATA\" is not a concrete bug matching the Gemma roundtrip tokenization failure." + "reason": "A placeholder/low-signal issue and a Gemma tokenization roundtrip bug are not duplicates." }, { "left": "issue:43761", - "right": "issue:46832", + "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression and RT-DETR feature-level TypeError are different code paths." + "reason": "CLIP hidden_states regression and Qwen VL video-input regression affect different models and APIs." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Different Qwen multimodal bugs: video input processing vs batched chat-template padding crash." + "reason": "A legacy-field pretrained load failure in BEiT is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Legacy field loading in BEiT is unrelated to save/load choosing the wrong custom module." + "reason": "Qwen3OmniMoe video processing and batched chat-template padding behavior are separate input-handling bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend setup issue is unrelated to a missing import utility function." + "reason": "TensorFlow backend detection and a missing import_utils helper for falcon_mamba_ssm are unrelated dependency/import issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2 yet is not the same as a broader flash-attention issue with missing details." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing config attribute and backend-mapping rejection are different failure modes." + "reason": "StableLmConfig missing pad_token_idx and a BACKENDS_MAPPING error for tensorflow_text are separate configuration/backend problems." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d/pixel decoder behavior is unrelated to Sam3Video CUDA OOM." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "Specific unsupported-FA2 error for NemotronH is not the same concrete bug as the generic Flash Attention 2 issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues; one is architectural cleanup, the other is resource usage." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric label truncation and auxiliary-loss normalization are unrelated." + "reason": "Dropping tuple label elements in gather_for_metrics and auxiliary-loss normalization are unrelated training bugs." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are different model-behavior regressions." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to mm_token_type_ids defaults." + "reason": "A Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are different breakages." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different models and paths." + "reason": "Janus image generation and Qwen3.5 flash-attention generation failures are separate model-specific issues." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing and recurrent-state reset are both cache-related but not the same bug." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor lookup and missing fpn_position_embeddings are unrelated SAM/video issues." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading script failure is unrelated to loading the Phi-4 multimodal model." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id and sliding_window behavior are distinct config/runtime problems." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache continuation tensor indexing is unrelated to Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk and rotary_pct reload regression are different serialization/config issues." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to trailing-slash local path import warnings." + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent state reset with cache are related to caching but not the same concrete bug." } ] }, @@ -11340,25 +11410,27 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 37, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", - "issue:39692", "issue:41720", - "issue:43065", + "issue:41950", + "issue:42490", "issue:43335", - "issue:43526", + "issue:43475", + "issue:43525", + "issue:43531", "issue:43550", "issue:43644", "issue:43673", @@ -11368,11 +11440,10 @@ "issue:43994", "issue:44060", "issue:44077", - "issue:44112", "issue:44190", - "issue:44464", + "issue:44242", "issue:44479", - "issue:44610", + "issue:44534", "issue:44617", "issue:44734", "issue:44855", @@ -11380,258 +11451,250 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:45127", + "issue:44964", "issue:45245", - "issue:45357", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", - "issue:45600", "issue:45632", "issue:46082", "issue:46369", "issue:46421", "issue:46617", - "issue:46655", "issue:46697", "issue:46832", - "issue:46858" + "issue:46858", + "issue:46897" ], "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490", "issue:46082|issue:46697", "issue:45632|issue:46617", + "issue:44242|issue:46897", "issue:44869|issue:46832", "issue:45245|issue:46858", "issue:43673|issue:46421", "issue:44855|issue:45588", - "issue:43931|issue:44060", "issue:43827|issue:43994", + "issue:43931|issue:44060", "issue:29870|issue:35141", "issue:44617|issue:45584", - "issue:43644|issue:44913", "issue:44933|issue:45362", + "issue:43644|issue:44913", "issue:45563|issue:45584", "issue:25251|issue:27957", "issue:43976|issue:44855", - "issue:44479|issue:44734", - "issue:45381|issue:46369", "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:44479|issue:44734", "issue:44077|issue:44877", "issue:41720|issue:45245", - "issue:43335|issue:44190", - "issue:43065|issue:44610", - "issue:44464|issue:45563", - "issue:45381|issue:46655", - "issue:39692|issue:44190", - "issue:45127|issue:45357", - "issue:44112|issue:45600", - "issue:43526|issue:46697", - "issue:44617|issue:46369" + "issue:43335|issue:44190" ], - "prepared_review_unit_hash": "5df7aa25b1aa085dbf5a84c59d1e0f1cd30936a15626b46423d00e8fd378155f", + "prepared_review_unit_hash": "a5facdef815274fec26c2d8e9fb080decc2748e03bab9951683436852b6ec732", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36556, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 28, + "serialized_chars": 36171, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks noisy and mostly heterogeneous: the soft pairs span unrelated bugs in generation, vision, configs, docs, and CI. I would not merge any of the soft-edge candidates as duplicates; at most, there is a small cache/chunked-prefill subtheme. If a representative issue is needed, #46421 is the closest anchor, but it does not explain most of the cluster.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #46421 is the closest representative because it covers the broadest cache/chunked-prefill path among the items and is more central than the more specific cache bugs nearby.", + "summary": "This cluster is mostly a set of unrelated closed issues across different models, pipelines, and runtime regressions. The only clear duplicate-looking pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the clearest root report for the shared v5 non-persistent-buffer corruption bug; issue:44534 reads like a later retitled duplicate of the same regression.", "canonical_pr_reason": null, - "best_issue_reason": "#46421 is the best available issue representative, but only for the narrow cache/chunked-prefill subset; the overall cluster is too mixed for a true canonical duplicate.", + "best_issue_reason": "issue:43644 is the best global representative because it names the concrete regression most directly and is the strongest duplicate target in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline processor lookup vs a SAM3 vision encoder attribute error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading problems: local dataset loading in an example script vs a multimodal model load failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bugs in different model families (Llama4 pad_token_id vs Qwen3-MoE sliding_window)." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serving-related, but the concrete failures differ: KV-cache indexing crash vs missing processor tokenizer attribute." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Not the same bug: one is non-persistent buffer initialization corruption, the other is GPTNeoX config persistence on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas and symptoms: embedding reinit after resize vs import warning for paths ending in a slash." + }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Different subsystems and failures: config validation for attention head dimensions vs image processor padding." + "reason": "Different bugs in different components: Llama config head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both mention trust_remote_code/cache, but one is a cache-path collision and the other is a FileNotFoundError loading from cache; not the same bug." + "reason": "Both involve trust_remote_code/cache, but one is a leaf-name collision and the other is a FileNotFoundError; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different loss-calculation issues in different models; shared theme is not enough to merge." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decode crash vs RT-DETR forward TypeError; unrelated code paths." + "reason": "Whisper timestamp decoding crash is unrelated to RT-DETR feature-level mismatch." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit error vs cache seq-length tensor/device bug; unrelated issues." + "reason": "Unrelated failures: category-count runtime limit vs cache seq-length device-tensor arithmetic." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is lazy init causing recompilation; different concrete bugs." + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation; distinct bugs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 TorchScript parsing error vs flash_attention crash on s_aux=None; no shared code path." + "reason": "Different issues: Python 3.13 parsing/import failure vs flash-attention crash on sink-less models." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Model load shape mismatch vs incorrect tied-weights warning; related model family, but different failure modes." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Docs still referencing removed pipeline API vs a model producing nonsensical outputs; not the same underlying problem." + "reason": "Different Qwen3-VL weight-shape mismatch vs tied-weights warning bug." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Generate-time decoder_attention_mask bug vs post_init reinitializing resized embeddings; distinct paths." + "reason": "Different model-generation and embedding lifecycle bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM vs Whisper empty-transcription generation failure; unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Non-persistent buffers initialized with junk vs GPTNeoXConfig reload losing rotary_pct; different persistence/config issues." + "reason": "Import plumbing bug vs chat crash for Qwen3.5-35B; no shared underlying defect." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + "reason": "Same broad area of config/runtime behavior, but the concrete regression is different." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning in paged generate vs Whisper empty-transcription crash; different bugs." + "reason": "Different generation bugs: stale warning vs crash on empty transcription." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output nesting bug vs Flash Attention 2 support for XLMRoberta; unrelated." + "reason": "Pipeline output-shape bug vs Flash Attention 2 support issue for XLMRoberta." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility issue vs TorchScript indentation/parsing failure; different causes." + "reason": "Different Python-version breakages with unrelated root causes." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Video input regression in Qwen VL models vs KV-cache continuation indexing crash in serve; not the same defect." + "reason": "Bamba torch.compile/SDPA bug is unrelated to local dataset loading in an example script." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs Sam3-litetext memory overflow; unrelated." + "reason": "Different model-specific bugs: Qwen2.5-VL vision_position_ids vs Sam3-liteText memory overflow." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "torch.compile/SDPA model failure vs local dataset loading script issue; different areas." + "reason": "Video-input regression in Qwen VL models is unrelated to transformers serve KV-cache continuation crash." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "post_init policy for patchtsmixer vs strict config loading for granite_speech; not duplicates." + "reason": "Different config-validation problems in unrelated model families." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Device-mapping CUDA assert on Qwen3 vs category-count limit error; unrelated." + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading script issue; unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor resolution mismatch; different model/input issues." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs stale generate warning; not the same problem." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Different video-processing bugs in different models: wrong vision_position_ids vs incorrect padding calculation." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 docs/example errors vs local dataset loading script issue; unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merging/tied embeddings collapse vs incorrect visual encoder keys in save_pretrained; different code paths." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "CI device-override test flake vs auto_mappings referencing removed configs; both CI-related but not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "BEiT label reduction bug vs Swin2SR over-padding bug; unrelated image-processor issues." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both are Sam3-family memory issues, but one is video-model OOM and the other is litetext memory overflow; not clearly the same code path." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." } ] }, @@ -11645,75 +11708,83 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 38, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:25251", "issue:27957", "issue:29870", - "issue:32090", "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", + "issue:39692", "issue:42175", - "issue:42796", + "issue:43065", "issue:43295", - "issue:43404", - "issue:43479", + "issue:43526", "issue:43540", "issue:43643", "issue:43673", "issue:43854", "issue:44112", + "issue:44190", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", + "issue:44464", "issue:44496", "issue:44521", + "issue:44610", + "issue:44617", "issue:44734", "issue:44737", "issue:44779", "issue:44938", "issue:44964", "issue:45003", - "issue:45216", + "issue:45127", "issue:45276", "issue:45290", - "issue:45375", + "issue:45357", "issue:45381", "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", + "issue:46369", "issue:46489", - "issue:46506", + "issue:46655", + "issue:46697", "issue:46752", "issue:46858" ], "soft_pairs": [ + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44617|issue:46369", "issue:44779|issue:46489", + "issue:43526|issue:46697", "issue:43295|issue:45276", "issue:45290|issue:46752", + "issue:44462|issue:45907", "issue:43540|issue:44734", "issue:44737|issue:45803", - "issue:44462|issue:45907", - "issue:44521|issue:45381", "issue:45276|issue:45584", "issue:44938|issue:45542", + "issue:44521|issue:45381", "issue:25251|issue:29870", "issue:43673|issue:46858", "issue:45632|issue:46234", @@ -11722,195 +11793,205 @@ "issue:44964|issue:45600", "issue:43643|issue:44496", "issue:44112|issue:44964", - "issue:27957|issue:35141", - "issue:46082|issue:46121", "issue:42175|issue:44279", - "issue:42796|issue:44521", - "issue:36246|issue:41628", - "issue:43404|issue:45216", - "issue:43479|issue:45375", - "issue:36246|issue:38617", - "issue:32090|issue:35141", - "issue:44295|issue:46506" + "issue:27957|issue:35141" ], - "prepared_review_unit_hash": "245943fbc637dae191a502df5b1ee7f9934f3448ca9e8cde2f3c15c85cd4787d", + "prepared_review_unit_hash": "10f937471080a75fd5b45f556b5a8a1e51d92e34f8f1dbee44d1a33a7c507ec9", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36202, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only the DeepSeek tokenizer reports look like the same underlying v5 regression. All other soft pairs are too far apart in symptom or code path to merge as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44779 is the earliest and broadest report in the only plausible duplicate pair, describing the v5 tokenizer regression at a general level; issue:46489 reads like a narrower follow-up about a specific DeepSeek-Coder v1 gap in that fix.", + "summary": "Mostly a grab bag of unrelated bug reports; the only pair that looks like the same underlying issue is the DeepSeek tokenizer regression. The rest share broad subsystem vocabulary at best, but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44779 is the broadest umbrella report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up on the same tokenizer path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest representative issue overall: it has a clear regression description, touches the core tokenizer bug, and is the best anchor for the related follow-up report.", + "best_issue_reason": "issue:44779 is the strongest representative issue in this set because it has a clear v4\u2192v5 regression signal and matches the only likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model bugs, but they affect different models and different code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Tokenizer.json resolution in AutoTokenizer and a stale paged-generate warning are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and loading a local dataset in a training script are different issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch embedding/save logic, but one is LoRA merge with extended vocab and the other is Qwen3.5 visual encoder save-pretrained keys; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/multimodal processor bugs, but the failures are different: vision_position_ids vs padding calculation." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and an auto_mappings config reference break are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues in SAM3-family models, but one is a generic OOM report and the other a different model-specific overflow symptom." + }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report DeepSeek tokenizer output corruption on transformers v5+, and 46489 explicitly frames itself as a gap in the earlier fix, so they appear to be the same underlying tokenizer regression." + "reason": "These describe the same DeepSeek tokenizer v5 regression; 46489 is a more specific follow-up noting a gap in the earlier fix." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT reduce_labels returning one label and Swin2SR over-padding are unrelated image-processor bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different bugs: one is about custom multimodal code breaking around processor.tokenizer/images, the other is about resize_token_embeddings not updating Gemma4 output embeddings." + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different problems." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty list input; these are related edge cases, not clearly the same bug." + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; not clearly the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files failing to forward revision affect different APIs and code paths." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failures: Qwen3OmniMoe video processing versus transformers serve KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are distinct generation/runtime bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Unrelated issues: XLNet device placement in relative positional encoding versus a bare-except bug in Fuyu tensor conversion." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Same library area, but not the same bug." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal/chat-template-related, but one is assistant_masks becoming all-zero and the other is wrong vision_position_ids for Qwen2.5-VL video inputs; too different to treat as duplicates." + "reason": "XLNet CPU arange placement and a bare-except swallowing errors in Fuyu are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated behaviors: Gemma4 resize_token_embeddings inconsistency versus Whisper empty transcription failure after align_special_tokens." + "reason": "resize_token_embeddings/output-embedding handling is unrelated to Whisper's empty-transcription failure after align_special_tokens." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is not the same as the TensorBoard-without-TF backend configuration error." + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different environment issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant mask generation for multimodal chat templates and Qwen2.5-VL video vision_position_ids are not the same defect." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different bugs: pipeline top_k output nesting versus a Bart generate decoder_attention_mask UnboundLocalError." + "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask initialization are unrelated generation bugs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq_length arithmetic issue in static cache; not the same defect." + "reason": "Both involve generation cache, but the concrete failures differ: missing cache during chunked_prefill vs device-tensor seq-length breaking static-cache arithmetic under torch.compile." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache-path collision and a missing import_utils helper are unrelated." + "reason": "A local-cache-path collision for trust_remote_code is unrelated to a missing import-utils availability helper." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different model families and different root causes." + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same concrete bug." + "reason": "Import slowdown and unsafe sys.modules access are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different loading/configuration problems for different models; no shared code-path bug is evident." + "reason": "Phi-4 multimodal loading and Sam3LiteText auto_mappings breakage are separate model/config issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is an unrecognized model_type; separate issues." + "reason": "Missing fields from trust_remote_code AutoConfig and unrecognized model_type in config.json are different configuration-loading failures." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding resizing/reinitialization." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter list handling are distinct configuration-validation bugs." + "reason": "A GraniteSpeech CI device-override test failure and a Phi-4 multimodal loading error are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is package-extra dependency composition, the other is a generic dependency issue; not the same bug." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes; too broad to merge." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Weight tying in Mistral3 conditional generation and Qwen3.5 save_pretrained checkpoint corruption are different defects." + "reason": "TensorFlow not being included in the torch extra and a generic dependency issue are too different and too vague to merge." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "One is default config initialization from None, the other is a missing field being dropped by strict validation; different code paths and symptoms." + "reason": "XLMRoberta Flash Attention support and resize_token_embeddings reinitializing output embeddings are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The DeepSeek pair is the only clearly plausible duplicate-like match from the titles, and the remaining pairs are rejected for reasonable symptom/code-path mismatches rather than stretched similarity." + "feedback": "The summary is well grounded in the packet and stays conservative: the DeepSeek tokenizer pair is the only clearly related match, and the other soft-edge rejections are appropriately cautious given the differing titles and failure modes. I don\u2019t see overstatement or an unsupported merge assertion." }, "evaluator_used": true, "retried": false, @@ -11921,22 +12002,29 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 39, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", "issue:41950", + "issue:42796", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", + "issue:43404", "issue:43441", + "issue:43479", "issue:43526", "issue:43531", "issue:43650", @@ -11946,16 +12034,13 @@ "issue:43976", "issue:44016", "issue:44062", - "issue:44075", "issue:44220", "issue:44279", - "issue:44327", + "issue:44295", "issue:44336", - "issue:44368", "issue:44496", "issue:44521", "issue:44683", - "issue:44779", "issue:44792", "issue:44933", "issue:44987", @@ -11963,270 +12048,259 @@ "issue:45083", "issue:45216", "issue:45335", - "issue:45405", + "issue:45375", "issue:45446", - "issue:45584", "issue:45588", "issue:45593", "issue:45600", "issue:45759", "issue:46082", + "issue:46121", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", - "issue:46506", - "issue:46515", - "issue:46693", - "issue:46752" + "issue:46506" ], "soft_pairs": [ - "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:44295|issue:46506", "issue:41950|issue:44016", - "issue:43673|issue:46424", "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43531|issue:45600", "issue:43976|issue:44987", "issue:44016|issue:44220", "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:45083|issue:46506", "issue:44683|issue:45446", + "issue:43976|issue:44279", "issue:43526|issue:43901", "issue:43381|issue:45593", - "issue:43976|issue:44279", "issue:44496|issue:45042", "issue:43901|issue:44496", "issue:43673|issue:44336", "issue:44792|issue:46424", - "issue:44496|issue:45759", - "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:43824|issue:44933", - "issue:44521|issue:46693", - "issue:46123|issue:46369", - "issue:44327|issue:46752", - "issue:44279|issue:46515", - "issue:43299|issue:45216", - "issue:45335|issue:45584", - "issue:46082|issue:46399", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:44075|issue:44368" + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:46123|issue:46369" ], - "prepared_review_unit_hash": "5caf2b7ffe43381b4b4b9383f556ff1b097663011dbf3139b11e55dc751e760f", + "prepared_review_unit_hash": "a155d14f3878ff648698053160ab536a3b256afcb215e706e684c70f929ddcd9", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues rather than one duplicate family. None of the soft pairs look like the same underlying bug/change, so all should be rejected; `issue:44521` is the best representative anchor because it has the strongest user-impact signal and references.", - "confidence": 0.84, - "canonical_issue_reason": "`issue:44521` is the clearest high-signal item in the set: an active multimodal `apply_chat_template` regression with multiple inbound references and discussion.", + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs, regressions, and import/config issues. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.18, + "canonical_issue_reason": "No strong canonical exists for the whole cluster; if one issue must anchor it, 44521 is the closest because it is concrete, active, and has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44521` is the best cluster anchor because it is well-discussed, externally referenced, and represents a concrete, user-facing bug more cleanly than the other scattered issues.", + "best_issue_reason": "Issue 44521 is the most actionable report in the set, with the clearest multimodal reproduction and the most inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization/BPE-marker bug and multimodal assistant-mask bug are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is not the same as Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2.5-VL export and missing layer_type_validation import are separate import failures." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is default None initialization and the other is strict field dropping." + }, + { + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different bugs and code paths: Qwen3-MoE `sliding_window` behavior vs stale `auto_mappings` entries for Sam3LiteText." + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access regression and CPU/CUDA result divergence are different problems." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated issues: video-classification processor lookup vs a notebook syntax error." + "reason": "Video pipeline image-processor lookup is unrelated to a notebook syntax error." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue about data addition is not the same as an audio feature extraction bug." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is chunked-prefill `GenerationMixin` cache absence and the other is `max_cache_length` handling for quantized cache only." + "reason": "Generation cache missing in chunked prefill differs from cache-length configuration semantics." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "No shared underlying bug: one is a placeholder/data request, the other is a specific fbank feature extraction error." + "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Different failures: Python version compatibility vs loading a specific model repository." + "reason": "Python version support issue and model-loading failure on a specific repo are different defects." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax issue and audio feature-extraction bug are unrelated." + "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Separate regressions: processor/tokenizer multimodal behavior vs `resize_token_embeddings` not updating decoder embeddings." + "reason": "Processor/tokenizer regression is different from decoder.embed_tokens not updating after resize_token_embeddings." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but one is save/export of dequantized weights and the other is a FlashAttention runtime failure." + "reason": "Dequantized save failure and FlashAttention runtime failure affect different paths." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 Omni MoE helper output lengths vs PPDocLayoutV3 CPU/CUDA mismatch." + "reason": "Feature-extraction length helper behavior is unrelated to CPU/CUDA output differences." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are in flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import bug for AuxRequest." + "reason": "Compiled flex_attention failure and wrong version gate for AuxRequest import are different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No shared concrete bug: one is Python compatibility, the other is a generic dependency issue." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs documentation mismatch for text-classification pipeline behavior." + "reason": "BEiT label reduction bug and text-classification docs mismatch do not share the same underlying cause." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Different model/runtime behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary-loss handling." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "No duplicate signal: Python support regression vs a generic dependency issue report." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Distinct problems: unrecognized model config vs image processors incorrectly requiring torchvision." + "reason": "Unrecognized model config and PIL backend requiring torchvision are different failures." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch in text classification is unrelated to model-config loading failure." + "reason": "Docs mentioning return_all_scores is not the same as a model config import error." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache semantics bug and ANSI-color logging bug are different code paths." + "reason": "Cache behavior in generation is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Different areas: janus image-generation test failure vs cache length configuration behavior." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized model type vs composite Qwen config unwrapping are separate loading issues." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Different flash-attention problems: Ministral-3 FlashAttention failure vs sink-less-model `s_aux=None` crash." + "reason": "Janus image-generation test failure and cache max length semantics are not the same bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated issues." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but one is missing `Qwen2_5_VLForConditionalGeneration` export and the other is a nonexistent `image_utils` import." + "reason": "Missing Qwen2.5-VL export and nonexistent image_utils import are separate import surface problems." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different bug classes: multimodal assistant-mask generation vs long-context FA2 performance regression." + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an AttributeError on s_aux=None; not the same bug." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Partial-batch result dropping and SAM3 LiteText memory overflow are unrelated." + "reason": "Unrecognized model config and missing text_config unwrapping are different model-loading issues." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Different pipeline failures: QA span decoding top-k bounds vs empty-list chat-template crash." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility are not the same concrete bug." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Separate regressions: Qwen3VL MoE loading vs incorrect checkpoint saving for Qwen3.5 since 5.4.0." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Different code paths: token-embedding resize propagation vs Whisper empty-transcription failure after special-token alignment." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Different model/config issues: LlamaConfig head_dim validation vs `apply_rotary_pos_emb` registration crash under `use_kernels=True`." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Dependency issue report and unreleased PEFT minimum-version bump are not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Different regressions: processor/tokenizer multimodal access vs Deepseek tokenizer output changes." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD optimizer argument handling and Qwen3.5 tie-word-embeddings warnings are unrelated." + "reason": "Partial-batch pipeline dropping results and sam3-litetext memory overflow are unrelated." } ] }, @@ -12240,24 +12314,21 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 40, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:33290", "issue:39692", "issue:41950", "issue:42796", - "issue:42994", + "issue:43295", "issue:43299", - "issue:43317", - "issue:43441", "issue:43479", "issue:43525", "issue:43577", @@ -12267,249 +12338,274 @@ "issue:43901", "issue:43976", "issue:44016", + "issue:44075", "issue:44242", + "issue:44279", "issue:44291", + "issue:44297", + "issue:44327", "issue:44351", "issue:44361", + "issue:44368", "issue:44462", "issue:44466", - "issue:44623", + "issue:44521", "issue:44683", - "issue:44749", "issue:44779", "issue:45020", - "issue:45081", - "issue:45103", "issue:45200", "issue:45216", "issue:45276", "issue:45278", + "issue:45335", "issue:45357", - "issue:45372", "issue:45405", "issue:45542", + "issue:45584", "issue:45593", - "issue:45656", "issue:45812", "issue:45823", - "issue:45834", - "issue:45907", "issue:46082", "issue:46209", - "issue:46512" + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" ], "soft_pairs": [ + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", "issue:39692|issue:43901", - "issue:46082|issue:46512", "issue:43976|issue:45405", + "issue:46082|issue:46512", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:42796|issue:43650", - "issue:43299|issue:45357", "issue:44779|issue:45812", + "issue:43299|issue:45357", "issue:41950|issue:45020", "issue:43479|issue:43525", - "issue:43299|issue:43854", "issue:44466|issue:45276", + "issue:43299|issue:43854", "issue:44242|issue:45200", "issue:43653|issue:45593", - "issue:43650|issue:46209", "issue:41950|issue:45823", - "issue:44462|issue:45081", + "issue:43650|issue:46209", + "issue:44297|issue:44462", "issue:44683|issue:45542", "issue:44016|issue:44291", - "issue:44361|issue:45593", - "issue:43441|issue:45834", - "issue:33290|issue:45656", - "issue:45081|issue:45907", - "issue:42994|issue:43317", - "issue:45103|issue:45372", - "issue:44623|issue:44749" + "issue:44361|issue:45593" ], - "prepared_review_unit_hash": "a0c3c88cc3dbefa8f11238f7d9e58205689d1e7d2715d53f00dd116fb5bb0e6e", + "prepared_review_unit_hash": "ac08c3438cdb873b50a2d60ca6ebc0a59e71fd398e93a3e4d375039bff4c48b1", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35009, - "estimated_input_tokens": 8753, - "estimated_eval_tokens": 17762 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated transformer bugs across models, tokenizers, saving/loading, pipelines, and CI. None of the soft-paired issues look like the same underlying defect, so all candidate duplicate links should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items span distinct model families and failure modes (tokenization, loading, serialization, pipelines, docs, CI, and optimizer behavior).", + "summary": "This is not a single duplicate cluster: the items cover unrelated bugs across tokenizers, configs, docs, multimodal pipelines, model loading, and performance. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue fits this cluster; there is no one bug that subsumes the others, and the titles/body themes are too heterogeneous for duplicate consolidation.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are crashes, but one is QA span decoding with top-k bounds and the other is empty-list chat templating; different code paths and failure modes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask logic and FA2 long-context performance regression are unrelated bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A vague dependency issue and a torch 2.4.1 incompatibility do not describe the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions in Qwen-family flows, but one is model loading and the other is save_pretrained checkpoint serialization." + }, + { + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both are docs-related but describe different APIs and failures." + "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are distinct tokenizer/model issues." }, { "left": "issue:46082", - "right": "issue:46512", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency issue is not the same as a PEFT minimum-version bump problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is processor.tokenizer/image handling and the other is Deepseek tokenization output; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and tie_word_embeddings warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "LlamaConfig head_dim validation vs from_config dtype/config drift are different configuration bugs with different code paths." + "reason": "Different documentation mistakes: SigLIP2 example errors vs TextClassificationPipeline return_all_scores docs drift." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility failure vs PEFT minimum-version bump are unrelated dependency issues." + "reason": "Python version incompatibility and PEFT version pinning are separate dependency problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim and stale model.config.dtype after from_config are different issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained regression are separate model-specific serialization/dtype bugs." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are not the same code path." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import error and many import errors after upgrade are too broad to be the same concrete defect." + "reason": "HybridCache import failure and broad import errors after upgrade are too different to merge." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the placeholder title \"ADD THE DATA\"; no shared bug is evident." + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' report are unrelated." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3.5 visual encoder save keys are distinct model regressions." + "reason": "Both are tokenizer regressions, but for different models and behavior; no shared concrete bug is evident." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Deepseek tokenizer incorrect results and Granite tokenizer IDs are different tokenizer implementations with different failure modes." + "reason": "Both concern Qwen3.5-era regressions, but one is model loading and the other is incorrect visual-encoder key serialization." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug vs remote_code regressions affect different loading paths and mechanisms." + "reason": "Video-classification processor lookup and remote_code breakage are separate failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id AttributeError are separate config-class bugs." + "reason": "Default vision/audio config initialization and missing pad_token_id on Llama4Config are different config bugs." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are unrelated model/load regressions." + "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings not updating nested embeddings are unrelated weight-management issues." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings behavior are different weight-saving vs resizing issues." + "reason": "Qwen3VL model loading and GLM-4.7-Flash unit-test loading problems are model-specific and distinct." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss when router logits are off is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "Missing load-balancing loss with router logits disabled and mm_token_type_ids defaulting to zeros are different training/input concerns." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary losses are unrelated tokenizer vs model-loss bugs." + "reason": "BigBirdTokenizer special-token decode failure and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "\"ADD THE DATA\" is not a concrete technical report and does not match FP8 inference on B200." + "reason": "Pipeline processor mismatch and Gemma4 PLE device mismatch are different subsystems and bugs." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are different pipeline/model runtime issues." + "reason": "No meaningful overlap: vague data request vs FP8 inference failure on B200." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer loading bugs." + "reason": "Tokenizer_class serialization mismatch and AutoTokenizer ignoring repository tokenizer.json are different tokenizer persistence issues." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend error are unrelated environment/package issues." + "reason": "Compiled flex_attention torch compatibility and TensorFlow backend installation behavior are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated; one is documentation content, the other a model init API regression." + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated failures." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share the same code path or bug." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long OCR index error are model-specific runtime bugs, not duplicates." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Adafactor OOM in deepspeed and optimizer.step() called twice in deepspeed are different optimizer integration problems." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are unrelated utility/load issues." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization pipeline bugs." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring future-annotations crash and Gemma 4 processor ImportError are unrelated reflection/import issues." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "processor.save_pretrained missing files and Chinese performance regression after upgrade are different save-vs-runtime concerns." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior have no shared underlying bug." } ] }, @@ -12523,25 +12619,27 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 41, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:41628", + "issue:33290", "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43525", "issue:43643", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", "issue:43881", "issue:43901", @@ -12552,39 +12650,43 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44373", - "issue:44496", "issue:44589", "issue:44623", "issue:44671", - "issue:44683", + "issue:44749", "issue:44779", - "issue:45072", - "issue:45083", + "issue:45081", "issue:45103", "issue:45325", "issue:45362", + "issue:45372", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45600", + "issue:45656", "issue:45712", "issue:45800", "issue:45823", + "issue:45834", "issue:45859", + "issue:45907", "issue:46291", "issue:46399", "issue:46655", "issue:46726", - "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:45103|issue:45372", "issue:44261|issue:44263", + "issue:44336|issue:46851", "issue:45600|issue:45712", "issue:45859|issue:46851", "issue:42175|issue:43976", @@ -12594,241 +12696,214 @@ "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43824|issue:43976", - "issue:43441|issue:44683", - "issue:43525|issue:43881", + "issue:42796|issue:43441", "issue:45542|issue:45800", + "issue:43525|issue:43881", "issue:46291|issue:46399", "issue:44188|issue:44336", "issue:44016|issue:45823", "issue:46655|issue:46726", + "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:45325|issue:46851", - "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:44297|issue:45397", - "issue:44246|issue:44496", - "issue:45083|issue:46851", - "issue:45561|issue:45563", - "issue:46399|issue:46851", - "issue:45103|issue:46399", - "issue:45072|issue:46829" + "issue:45325|issue:46851" ], - "prepared_review_unit_hash": "f092c5414a7feccf3f8526018fef0aad8165f4f4e20b703aad9709d4109c4b0b", + "prepared_review_unit_hash": "e8bf938a74864c55c36c396db88988ca9184f2f701de5a273b4db76d9a38c448", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36983, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "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 highly heterogeneous: the soft-similarity pairs are mostly cross-topic and should not be deduped. None of the candidate pairs look like the same underlying bug or change. issue:46851 is only the densest hub, not a true canonical duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "No true duplicate canonical stands out; issue:46851 is just the most connected hub among otherwise unrelated reports.", + "summary": "This looks like a false-positive similarity cluster: the issues span unrelated model-loading, tokenizer, quantization, packaging, and docs regressions, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue cleanly represents this cluster; the items are mostly unrelated bugs with only superficial keyword overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46851 is the least-bad representative only because it appears in the most soft links, but the cluster is too mixed to treat it as a real duplicate anchor.", + "best_issue_reason": "No global best issue is suitable here because selecting one would be arbitrary across several distinct failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "ANSI color output in loading_report and a Qwen3.5 position_ids bug are unrelated." + "reason": "Different bugs: FlashAttention failure in Ministral-3 vs OCR long-input index error in Kosmos2.5." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is optimizer.step being called twice." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to forwarding the revision argument in list_repo_files." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading with gpu/cpu offload are different phases and different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to a data-filtering slowdown regression." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and Gemma 4 processor import failure are unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to GlmMoeDsaIndexer torch.split return values." + }, + { + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Different model-specific bugs in unrelated code paths: MLA config eps vs GlmMoeDsaIndexer split handling." + "reason": "ANSI codes in loading_report and Qwen3.5 position_ids failures do not share the same underlying bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch mappings/dummy-class cleanup, but one is removed Sam3LiteText configs and the other is leftover dummy PT classes; not the same bug." + "reason": "Both touch repo-maintenance/CI, but one is stale auto_mappings entries and the other is leftover dummy classes." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but CPU offload incompatibility is a different failure mode from variable-length position_ids handling." + "reason": "Same family, but CPU-offload rotary embedding incompatibility is a different code path from variable-length position_ids." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend installation for TensorFlow vs Python version compatibility are unrelated." + "reason": "Missing TensorFlow backend in a torch extra is unrelated to Python version compatibility." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are different issues." + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: CamemBERT MLM predictions vs Deepseek tokenizer output." + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer corruption are different models/components." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are not the same code-path problem." + "reason": "AutoTokenizer loading bug and ESM2 being broken are unrelated model/tokenizer issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores and intermittent import slowness are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow import time." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked_prefill and CLIPVisionModel hidden_states are unrelated regressions." + "reason": "GenerationMixin cache missing during chunked_prefill is not the same as CLIPVisionModel hidden_states regression." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL symbol import and Python version support are unrelated." + "reason": "Qwen2.5-VL import error and Python 3.9/3.10 compatibility are unrelated." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Both mention attention kernels, but one is a Ministral FlashAttention failure and the other is a torch>=2.9 flex_attention issue." + "reason": "Both are Ministral-related, but tokenizer BPE marker handling and FlashAttention failures are different subsystems." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Missing Llama4Config field and glm-4v-9b loading failure are different problems." + "reason": "TensorBoard/TensorFlow backend installation issue is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different models and different root causes." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels integration, but one is import-time dependency validation and the other is a Qwen3.5 rotary registration crash." + "reason": "list_repo_files revision handling is unrelated to a missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel branching on torch.compile and ANSI escape leakage are unrelated." + "reason": "torch.compile attention divergence and ANSI code generation in loading_report are unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated bugs." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video processor padding bug and missing image-processor backend error are different processor issues." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI code leakage and a wrong docstring are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A model-specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." + "reason": "Video processor padding calculation and AutoProcessor missing-vision-backend handling are different layers." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." - }, - { - "left": "issue:45325", - "right": "issue:46851", - "accept": false, - "reason": "Both are Qwen position_ids-related, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length inputs are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import failure and Python version support are unrelated." + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Sentence-transformers import NameError and TensorFlow backend installation are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma-4 from_pretrained are unrelated." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness and unrecognized model config are unrelated." - }, - { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Different Qwen families and different helpers; feat-extract lengths is not the same as variable-length position_ids." + "reason": "Loading_report ANSI codes and wrong position_ids docstring are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "pytest-xdist race and stale generation warning are unrelated." + "reason": "A missing model config field and AutoConfig dropping fields under trust_remote_code are not the same bug." }, { - "left": "issue:46399", + "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernels registration crash and variable-length position_ids are distinct failures." - }, - { - "left": "issue:45103", - "right": "issue:46399", - "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 kernels registration are unrelated." - }, - { - "left": "issue:45072", - "right": "issue:46829", - "accept": false, - "reason": "bfloat16 dtype mismatch and VideoPrism hidden_states mixup are different bugs." + "reason": "Both involve position_ids, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." } ] }, @@ -12842,75 +12917,83 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 42, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:36246", + "issue:41628", "issue:41950", "issue:42491", "issue:42757", "issue:42886", - "issue:43257", - "issue:43262", "issue:43299", "issue:43526", "issue:43531", "issue:43540", "issue:43550", + "issue:43784", "issue:43901", - "issue:44162", + "issue:43976", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44451", - "issue:44479", "issue:44485", "issue:44496", - "issue:44749", "issue:44779", "issue:44871", "issue:45003", - "issue:45137", - "issue:45200", + "issue:45072", + "issue:45083", + "issue:45103", "issue:45292", "issue:45362", - "issue:45375", "issue:45397", + "issue:45542", "issue:45561", + "issue:45563", "issue:45588", "issue:45593", - "issue:45759", - "issue:45859", "issue:46132", "issue:46399", "issue:46506", "issue:46614", - "issue:46655", "issue:46665", "issue:46752", "issue:46821", + "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399", + "issue:45072|issue:46829", "issue:46614|issue:46665", "issue:43526|issue:45003", "issue:43540|issue:46752", - "issue:44242|issue:45593", "issue:42491|issue:43299", + "issue:44242|issue:45593", "issue:43531|issue:45362", "issue:44295|issue:45397", - "issue:45588|issue:46851", "issue:44246|issue:44871", + "issue:45588|issue:46851", "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:42886|issue:46132", @@ -12920,220 +13003,204 @@ "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:41950|issue:44220", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:45003|issue:45561", - "issue:43540|issue:46655", - "issue:44496|issue:45003", - "issue:44162|issue:45200", - "issue:44479|issue:46655", - "issue:45375|issue:45759", - "issue:43262|issue:44246", - "issue:44295|issue:44749", - "issue:45859|issue:46399" + "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "890601b17368db2632d36526ed282a05ec0d155313fa7c6d3ca396b61a323e7a", + "prepared_review_unit_hash": "8027809a66097fa835a4708852c98731d97e17be01d88fa7ac01efbb84331bc6", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36363, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct, model-specific bug reports rather than true duplicates. The only broadly central item is the modeling_utils/sys.modules issue; the rest are too different in model family, code path, or failure mode to merge.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45003 is the most central and broadly applicable bug here, touching core modeling/loading internals and linking to multiple other loading-related reports.", + "summary": "These issues are mostly separate bugs across different models, pipelines, and import paths. None of the soft pairs look like the same underlying defect closely enough to merge, so this cluster should stay split. If a single issue must anchor triage, the Qwen3.5 variable-length/position_ids report is the clearest self-contained one.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46851 is the most concrete and narrowly scoped runtime regression in the set, and it best represents the recent Qwen3.5-related breakage theme without conflating unrelated import/docs/model bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best representative for the cluster because it is the broadest core-path bug and has the strongest connectivity among the issues.", + "best_issue_reason": "issue:46851 is the best issue to keep as the representative triage target because it is specific, reproducible, and easier to action than the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python support incompatibility; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and a DeepSpeed/zero3 from_pretrained crash are unrelated code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import/backend setup, but one is a missing nn symbol and the other is an undefined tf backend; different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model config are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-family problems: feature-length helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils xdist race and paged generate warning are separate issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is kernel registration/decorator failure and the other is variable-length position_ids; not the same code path." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different inference/output bugs." + }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different subsystems and symptoms." + "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are distinct issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug do not share a concrete fix path." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error vs empty-chat-template IndexError; unrelated code paths." + "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat template handling are different failures." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Different model families and loss code paths: router/load-balancing loss vs D-FINE auxiliary losses." + "reason": "Both involve Qwen MoE loading regressions, but one is LoRA compatibility across branches and the other is Qwen3VL MoE loading on dev0; too broad to merge." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Both are Qwen3 MoE loading regressions, but one is LoRA hf4\u2194hf5 compatibility and the other is Qwen3VL-MoE loading; not the same concrete bug." + "reason": "Both are missing-loss symptoms, but they affect different models and different conditional logic." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; distinct failures." + "reason": "Sliding-window behavior in Qwen3-MoE and a Qwen3.5 chat crash are not the same defect." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access issue vs Gemma-4 Zero3 from_pretrained problem; unrelated." + "reason": "Position_ids buffer reading and gemma-4 zero3 loading are unrelated." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Flash-attention s_aux handling vs variable-length position_ids; different bugs." + "reason": "Import performance and eos_token_id configuration mismatch are unrelated." }, { - "left": "issue:44242", - "right": "issue:44871", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Load-balancing loss omission is unrelated to Gemma eos_token_id configuration inconsistency." + "reason": "Flash-attention s_aux handling and Qwen3.5 variable-length inputs are different code paths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code emission in loading_report vs GLM-5 RoPE implementation; unrelated." + "reason": "Terminal ANSI formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules safety in modeling_utils vs TimesFM window_size AttributeError; different code paths." + "reason": "Unsafe sys.modules access and TimesFM window_size attribute handling are different bugs." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; not the same bug." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to apply_chat_template empty-list crash." + "reason": "Model loading failure and empty chat template input crash are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA bug vs CPU/CUDA output mismatch; different model/runtime issues." + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output divergence are different problems." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; distinct failures." + "reason": "Tokenizer regression and resize_token_embeddings behavior do not match." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Import-export issue for Qwen2.5 VL image processor vs missing huggingface_hub symbol; different missing names/modules." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import errors." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2.5_VLImageProcessor vs HybridCache." + "reason": "Both are missing exports from transformers, but the missing symbols and affected subsystems differ." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor selection bug vs _torch_extract_fbank_features issue; unrelated." + "reason": "Pipeline image-processor lookup and _torch_extract_fbank_features are not the same underlying defect." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch in TextClassificationPipeline vs modeling_utils import safety; not a duplicate." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs DeepSpeed ZeRO3 deque error; different DeepSpeed bugs." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "Core import safety bug vs pytest-xdist captured_info.txt race; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video inputs, but Qwen3OmniMoe parsing and SmolVLM padding calculation are different concrete processor bugs." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the sys.modules access issue." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; unrelated model-specific bugs." - }, - { - "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Both are video regressions, but for different models and different processor logic." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig vs from_config not unwrapping text_config; distinct Qwen3.5 config issues." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio apply_chat_template sampling-rate default vs import-time slowdown; unrelated." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Buffer/position_ids error vs post-upgrade filtering slowdown; different bugs." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "CPU-offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; different code paths." + "reason": "Docs/behavior mismatch for text-classification and sys.modules access are unrelated." } ] }, @@ -13147,284 +13214,277 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 43, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", - "issue:42886", - "issue:43065", + "issue:43257", + "issue:43262", "issue:43295", "issue:43352", - "issue:43408", "issue:43475", + "issue:43526", "issue:43540", "issue:43596", "issue:43653", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", "issue:44242", - "issue:44368", + "issue:44246", + "issue:44295", "issue:44466", "issue:44479", + "issue:44496", "issue:44623", + "issue:44749", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", - "issue:44995", + "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", "issue:45335", "issue:45375", - "issue:45397", - "issue:45412", "issue:45459", - "issue:45563", + "issue:45561", "issue:45584", "issue:45600", - "issue:45656", - "issue:46123", - "issue:46170", + "issue:45759", + "issue:45859", "issue:46369", + "issue:46399", "issue:46506", + "issue:46655", "issue:46726", - "issue:46832", - "issue:46851" + "issue:46851", + "issue:46894", + "issue:46897" ], "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", "issue:43475|issue:46369", - "issue:44242|issue:44857", + "issue:45859|issue:46399", "issue:45137|issue:45600", "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:43295|issue:45292", "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43295|issue:45292", + "issue:45292|issue:45584", "issue:44623|issue:46726", + "issue:43526|issue:46897", "issue:44466|issue:45335", "issue:44038|issue:46506", - "issue:29870|issue:30333", "issue:44987|issue:45459", + "issue:29870|issue:30333", "issue:43352|issue:45250", + "issue:43526|issue:46894", "issue:42199|issue:46851", - "issue:44060|issue:44077", - "issue:43653|issue:44162", - "issue:44479|issue:46170", - "issue:44368|issue:44977", - "issue:45412|issue:46123", - "issue:42886|issue:45229", - "issue:45397|issue:45656", - "issue:46170|issue:46832", - "issue:43065|issue:43408", - "issue:43475|issue:43540", - "issue:44877|issue:46170", - "issue:44995|issue:45200", - "issue:44368|issue:45563" + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "e3927819ee1d651643330ff5abd78fff5834e596608f7a4dd9a10131ee137907", + "prepared_review_unit_hash": "e588187ea8f55942607d13d5cde28f707e292a1c50779aecab520fb3e4e55de3", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "serialized_chars": 35464, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs across generation, config loading, tokenizers, SAM3, DETR, Gemma, Qwen, DeepSpeed, and CI. I do not see a safe duplicate canonical issue or PR for the whole set.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in model loading, tokenizers, video/audio processors, DeepSpeed, config handling, and performance regressions. The soft pairs mostly share broad subsystem vocabulary, not the same underlying defect, so none should be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster, but many unrelated failures in different code paths.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues safely represents the others, so picking one as the cluster anchor would be misleading.", + "best_issue_reason": "No single issue is a true canonical for the cluster because the reports are unrelated; if forced to pick a representative, issue:44479 is the broadest concrete regression, but it still does not match the rest as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "Both mention SAM3, but one is an attribute error in video encoder output and the other is a memory overflow in sam3-litetext; different bugs and likely different fixes." - }, - { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Moe load-balancing loss and RT-DETR AMP/CUDA crash are unrelated code paths and symptoms." + "reason": "Different DeepSpeed failures: Qwen3 MOE weight conversion vs ZeRO3 empty-deque/index errors." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to SAM3 auto-mapping CI breakage." + "reason": "Unrelated bugs: unsafe sys.modules access vs pytest-xdist captured_info.txt race." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both involve strict config behavior, but they hit different model configs and different failure modes; not enough to treat as one concrete bug." + "reason": "Both are video-related, but the affected models and root causes differ (Qwen3OmniMoe processing vs SmolVLM padding math)." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated." + "reason": "Model-loading/config error for Olmo-Hybrid is unrelated to the sys.modules access bug." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to output embedding resizing." + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are different model-specific issues." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Qwen2.5-VL image processor import failure and DeepSpeed/BertModel zero3 index error are different issues." + "reason": "Both involve video inputs, but they are different regressions with different models and failure modes." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing error are both processor-adjacent, but not the same underlying bug." + "reason": "Qwen3_5MoeVisionConfig field loss and AutoModel text_config unwrapping are separate config-loading bugs." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to t5gemma decoder embedding resize propagation." + "reason": "Audio sampling-rate defaulting is unrelated to intermittent import slowness." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 and CPU-vs-CUDA layout differences are unrelated." + "reason": "Position_ids buffer access and import/filtering slowdown are different code paths and symptoms." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to MLflow job status reporting." + "reason": "Missing fpn_position_embeddings and memory overflow in SAM3-lite text are distinct problems." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Loading physical-intelligence/fast on >=5.1.0 and protobuf-related tokenizer error masking are separate tokenizer issues." + "reason": "CPU offload incompatibility and missing rotary-embedding decorator are not the same bug." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "The first is a specific Nemotron Flash Attention 2.0 unsupported error; the second is too generic and not clearly the same concrete bug." + "reason": "ZeRO3 deque/index failure is unrelated to removed Sam3LiteText config references in CI." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids behavior are unrelated." + "reason": "Strict granite_speech config loading and missing Qwen3_5MoeVisionConfig fields are different config issues." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different model/config issues." + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to BertModel ZeRO3 initialization failure." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Missing load-balancing loss and float16 AMP crash in LwDetrImageLoss are separate bugs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to Windows/ROCm torch.distributed dependency failures." + "reason": "Processor.tokenizer regression and resize_token_embeddings propagation are different failures." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is flash-attention generation failure." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "Saving processor files and missing-vision-backend AutoProcessor errors are different issues." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are not the same defect." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained and deepspeed double optimizer step are different DeepSpeed problems." + "reason": "Tied-weight serialization inconsistency and t5gemma decoder embedding resize are separate issues." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Windows ROCm import/dependency issues are unrelated to RTDetrModel feature-level mismatch." + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning; different underlying defects." + "reason": "Model loading failure and protobuf-tokenizer error masking do not describe the same bug." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are unrelated." + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Strict config loading and Windows/ROCm distributed import failure are unrelated." + "reason": "A model-specific Flash Attention unsupported error is not the same as the generic Flash Attention topic." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "GlmMoeDsa stale indexer crash and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are different model behaviors." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Tied-embeddings warning in Qwen3.5 LoRA and paged generate stale warning are different issues." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." } ] }, @@ -13438,46 +13498,46 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 44, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:42994", + "issue:42886", "issue:43065", - "issue:43232", - "issue:43441", + "issue:43408", "issue:43475", - "issue:43482", - "issue:43643", - "issue:43646", - "issue:43673", + "issue:43540", "issue:43701", "issue:43723", - "issue:43761", "issue:43906", "issue:43931", - "issue:43986", "issue:43994", - "issue:44162", + "issue:44060", + "issue:44077", "issue:44188", - "issue:44242", "issue:44297", "issue:44361", "issue:44368", + "issue:44479", "issue:44483", "issue:44623", "issue:44749", "issue:44871", + "issue:44877", + "issue:44977", "issue:44995", "issue:45103", - "issue:45375", - "issue:45478", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", "issue:45588", "issue:45656", "issue:45685", @@ -13485,21 +13545,33 @@ "issue:46082", "issue:46123", "issue:46132", + "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", "issue:46726", - "issue:46752", - "issue:46821", "issue:46829", - "issue:46851", - "issue:46858" + "issue:46832", + "issue:46858", + "issue:46894" ], "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "issue:44877|issue:46170", "issue:43723|issue:46710", - "issue:45987|issue:46082", + "issue:44995|issue:45200", "issue:43931|issue:44368", + "issue:45987|issue:46082", "issue:44188|issue:46202", "issue:44483|issue:46202", "issue:46829|issue:46858", @@ -13507,540 +13579,530 @@ "issue:44995|issue:45588", "issue:44188|issue:46421", "issue:45685|issue:46431", + "issue:45200|issue:46894", "issue:45103|issue:46858", "issue:43065|issue:46123", - "issue:44361|issue:44749", "issue:44297|issue:44623", + "issue:44361|issue:44749", "issue:43994|issue:46726", - "issue:43761|issue:44242", "issue:44749|issue:45656", "issue:43701|issue:44749", - "issue:43646|issue:44162", - "issue:44871|issue:46132", - "issue:44623|issue:45656", - "issue:43441|issue:46752", - "issue:42994|issue:43482", - "issue:45375|issue:45478", - "issue:43232|issue:43673", - "issue:43475|issue:43643", - "issue:43986|issue:46726", - "issue:44188|issue:46851", - "issue:43475|issue:46821" + "issue:44871|issue:46132" ], - "prepared_review_unit_hash": "1c0498578868b60b886fdb5e25987a77df663c6aaf7dc59c2fb584aac05fc69c", + "prepared_review_unit_hash": "6d9bfbe84e1b720484670169d92c8104692ecf01ad60f0ec761a1646271aca09", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "soft_pair_count": 31, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly Transformers v5-era regressions around loading, config serialization, generation/cache behavior, and a few model-specific bugs. Only one soft edge looks like a true duplicate; the rest are broader similarity matches, not the same underlying issue.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report here: a general v5 breakage in custom model initialization, which best matches the cluster\u2019s repeated loading/config regression theme.", + "summary": "This cluster is heterogeneous: most items are separate Transformers bugs spanning tokenizer/model loading, config validation, video/vision regressions, cache behavior, and Deepspeed/training quirks. The soft links look like thematic similarity, not true duplicates, so I would not merge any pair.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43723 is the broadest representative loading regression in the set and is closest to several other tokenizer/model-loading reports, even though the cluster as a whole is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the cleanest concrete bug report and the strongest duplicate candidate in the set: a required Qwen3.5 MoE config field being dropped by strict serialization.", + "best_issue_reason": "issue:43723 is the most general and reusable anchor for triage among these issues; it best captures the recurring load-time/tokenizer breakage theme without overfitting to a narrow model or backend.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer loading failure vs downstream accuracy regression on a specific model; not the same bug." + "reason": "Different bugs: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy. Same broad area, not the same code-path failure." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Cache return-type bug and LlamaConfig validation are different code paths and failures." + "reason": "Both mention Qwen3.5, but one is a LoRA tie-word-embeddings warning and the other is a flash-attention generation issue. Distinct symptoms and fixes." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings; not equivalent." + "reason": "RT-DETR memory release after deletion is unrelated to MaskGenerationPipeline's partial-batch is_last handling." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Torch.compile attention branching bug vs Gemma pipeline roundtrip issue; unrelated." + "reason": "Video-input regression in model processing vs Windows/ROCm import failure from torch.distributed dependency. No shared underlying bug." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Chat-completions API rejection vs tokenizer/pipeline roundtrip behavior; different surfaces." + "reason": "Tokenizer cache/offline loading bug is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:46829", - "right": "issue:46858", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "VideoPrism output structure bug vs cache seq_length tensor/device bug; different underlying problem." + "reason": "One is gemma-4 Zero3 from_pretrained loading, the other is a double optimizer-step under deepspeed. Same framework, different defect." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma pipeline token roundtrip failure; not a duplicate." + "reason": "Both are SAM3-related, but dummy Conv2d in the pixel decoder and the sam3_video/sam3_tracker warning are different model wiring issues." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated internals." + "reason": "SAM3 video attribute error vs Qwen3OmniMoe video input ValueError; unrelated models and code paths." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Both mention compile/cache, but one is branching divergence and the other is lazy cache init causing recompilation." + "reason": "Windows ROCm import problem is unrelated to RTDetrModel.forward failing when feature levels exceed backbone outputs." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "MPS histogram dtype error vs missing chat template error; no shared bug." + "reason": "A tied-embeddings warning in Qwen3.5 LoRA is unrelated to the stale num_return_sequences warning in paged generate()." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Docstring annotation parsing crash vs cache seq_length tensor bug; unrelated." + "reason": "Strict granite_speech config loading and a Windows ROCm import/type error are different problems." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Dummy Conv2d in SAM3 vs partial-batch pipeline dropping results; different components." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete failure." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer AttributeError vs slowdown after version upgrade; not the same failure mode." + "reason": "GLmMoeDsa stale indexer cache on second forward is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Tokenizer save_pretrained writes wrong class metadata vs processor.save_pretrained missing files; both serialization-related but not the same bug." + "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 warning about tying embeddings; different load-time failures." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Siglip2 produces bad outputs vs AutoProcessor backend-missing error; different symptoms and causes." + "reason": "StaticCache.get_seq_length() returning a tensor and LlamaConfig head_dim validation are separate config/cache issues." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "CLIPVision hidden_states regression vs MoE router-loss omission; unrelated." + "reason": "torch.compile attention-kernel branching bug is unrelated to Gemma pipeline roundtrip tokenization on \u2581." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Data filtering slowdown vs double optimizer step under deepspeed; different problems." + "reason": "API request rejection in /v1/chat/completions is not the same as the Gemma pipeline roundtrip failure." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:46829", + "right": "issue:46858", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs slowdown regression; unrelated." + "reason": "VideoPrism output field mix-up and static-cache seq-length tensor/device arithmetic are different bugs." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Broad custom-model-init regression vs ESM2-specific breakage; not the same underlying bug." + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip bug." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change; different APIs." + "reason": "Stale cache on second forward in GlmMoeDsa is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Processor save_pretrained file omission vs deepspeed optimizer stepping twice; unrelated." + "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "FlashAttention failure on Ministral-3 vs empty-list apply_chat_template IndexError; different code paths." + "reason": "MPS histogram on Int and missing chat template in processor.save_pretrained are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45200", + "right": "issue:46894", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." + "reason": "Gemma4 mm_token_type_ids defaulting and CohereASR training-loss double-shift are not the same underlying bug." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE config/serialization problem: a required field is missing or dropped, causing from_pretrained errors." + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to static cache seq-length device tensor behavior." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Generation kwargs update bug after sync_gpus vs missing cache during chunked prefill; both generation-related but not the same defect." + "reason": "Dummy Conv2d in SAM3 pixel decoder and MaskGenerationPipeline's final-batch flag are different subsystems and failures." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "SAM3 video encoder attribute error vs trust_remote_code config field loss; different models and failure modes." + "reason": "Both concern save_pretrained metadata/files, but tokenizer_class mismatch and processor missing files are distinct serialization bugs." }, { - "left": "issue:43986", + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the Transformers upgrade slowdown regression." + }, + { + "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both involve AutoProcessor and vision backends, but one is a missing torchvision crash and the other is an unrecognized image-processor message." + "reason": "Siglip2 producing nonsensical outputs and AutoProcessor missing a required vision backend are different issues." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Attention kernel divergence under compile vs Qwen3.5 variable-length position_ids behavior; unrelated." + "reason": "Performance regression after upgrading Transformers is unrelated to deepspeed causing optimizer.step() to run twice." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and slowdown after upgrade are separate training/runtime bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and bugs." + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing registered function behavior." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The chosen duplicate pair issue:45375 \u2194 issue:45478 is well supported by the packet, and the remaining soft-edge verdicts stay conservative by distinguishing different surfaces/failure modes rather than overcalling duplicates. The umbrella/canonical framing around v5 loading/config regressions is plausible and does not overstate the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 45, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", "issue:42371", - "issue:42673", - "issue:42831", "issue:42994", - "issue:43278", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", "issue:43525", - "issue:43704", + "issue:43643", + "issue:43646", + "issue:43673", "issue:43723", "issue:43784", - "issue:43824", "issue:43873", + "issue:43986", "issue:44038", - "issue:44222", - "issue:44242", - "issue:44351", + "issue:44162", + "issue:44188", "issue:44373", "issue:44623", - "issue:44857", "issue:44869", "issue:44933", "issue:44945", "issue:44964", - "issue:45081", "issue:45092", - "issue:45103", "issue:45137", + "issue:45200", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45397", "issue:45406", - "issue:45593", - "issue:45753", + "issue:45478", + "issue:45656", "issue:46202", "issue:46326", "issue:46399", "issue:46463", - "issue:46701", "issue:46726", - "issue:46832", + "issue:46752", + "issue:46821", "issue:46851", - "issue:46877" + "issue:46877", + "issue:46897" ], "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:43475|issue:43643", "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:43986|issue:46726", "issue:41628|issue:44933", - "issue:39692|issue:46726", - "issue:44964|issue:45137", + "issue:43475|issue:46821", "issue:45310|issue:45375", "issue:45230|issue:45397", - "issue:46463|issue:46877", + "issue:44964|issue:45137", + "issue:39692|issue:46726", "issue:44869|issue:45356", "issue:44038|issue:44623", - "issue:44242|issue:46832", + "issue:46463|issue:46877", "issue:44373|issue:46851", "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43723|issue:46326", + "issue:45200|issue:46897", "issue:45406|issue:46202", - "issue:43784|issue:46399", "issue:43873|issue:44945", - "issue:44857|issue:46877", - "issue:45593|issue:46877", - "issue:44945|issue:45753", - "issue:41628|issue:44351", - "issue:42673|issue:43704", - "issue:44038|issue:45310", - "issue:46202|issue:46701", - "issue:45081|issue:45103", - "issue:42994|issue:43824", - "issue:43278|issue:45137", - "issue:44222|issue:45310", - "issue:36010|issue:41628", - "issue:42831|issue:44222" + "issue:43784|issue:46399" ], - "prepared_review_unit_hash": "537446c23e97ebd6bfc85bcaeea8ff800da989954ce6db1454b35545a1aa9e9a", + "prepared_review_unit_hash": "fcecc71f8e4cff7bbdb3f15c93dfcdd58e950654114d25a007bb958ba236ccab", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36376, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "soft_pair_count": 27, + "serialized_chars": 35405, + "estimated_input_tokens": 8852, + "estimated_eval_tokens": 17960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate edge is the Qwen3ForCausalLM VRAM-leak pair (42673 \u2194 43704). The Qwen3.5 MoE/config pair (45310 \u2194 45375) is too weakly supported to treat as the same underlying bug, so it should remain rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 42673 is the strongest canonical anchor because it is a specific, self-contained bug report and has an exact duplicate in 43704 with the same title and failure mode.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. I only see two true duplicate pairs: the custom model initialization/v5 breakage reports, and the Qwen3.5-Moe config/from_pretrained failure reports. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest, most representative bug report here: it names the underlying Transformers v5 custom model initialization regression that can subsume the more specific model-level reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the best overall issue candidate because it has the clearest duplicate evidence and the most concrete, reproducible bug description among the set.", + "best_issue_reason": "issue:43646 is the best overall anchor because it is broad, concrete, and likely to organize related v5 initialization breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": true, + "reason": "Same underlying v5 custom-model initialization breakage; ESM2 looks like a concrete affected model." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: missing files on processor save vs DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated failures: FlashAttention/model loading vs empty chat-template input handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5-Moe loading failure caused by a missing config field / strict config handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: quantized saving failure vs GGUF loading failure in v5." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but the reported failures are different (sync_gpus kwargs update vs chunked_prefill cache)." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different bugs: SAM3 output attribute missing vs AutoConfig returning incomplete fields under trust_remote_code." + }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import availability and Sentence Transformers hanging during load are different failures." + "reason": "PyTorch import error is not the same as Sentence Transformers loading hangs." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and likely different code paths." + "reason": "Different issues: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." }, { - "left": "issue:39692", + "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Docs/example errors in SigLIP2 versus AutoProcessor behavior when a vision backend is missing are separate issues." + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an AutoProcessor/image-processor error message issue." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are about different import/export problems: AutoImageProcessor import vs a non-existent image_utils import." + }, + { + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Unrelated model-loading failure versus DeepSpeed ZeRO3 deque underflow." + "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size validation." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same broad Qwen3.5/MoE area, but the packet does not show enough evidence that these are the same root cause." + "reason": "Both involve Qwen3.5-Moe, but one is a generic from_pretrained error and the other is a specific missing config field; not clearly the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "One report is too generic to establish the same bug as the Gemma-4 ZeRO3 loading issue." + "reason": "issue:45230 is too unspecific to safely match the Gemma 4 ZeRO3 loading failure." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different problems." + }, + { + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Different subsystems: T5 decoder-input validation versus auto_docstring import-time diagnostics." + "reason": "SigLIP2 doc-example mistakes are unrelated to AutoProcessor backend-missing handling." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer/decoding, but the concrete models and failure modes differ." + "reason": "Different tokenizer bugs: Whisper timestamp decoding crash vs Kimi codec/regex regression." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 compatibility and processor.save_pretrained missing files are separate bugs." + "reason": "Qwen3-VL-Moe from_pretrained error is not the same as missing files on processor save." }, { - "left": "issue:44242", - "right": "issue:46832", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Different model families and code paths: MoE load-balancing loss versus RT-DETR backbone feature-level mismatch." + "reason": "Incorrect T5 error message is unrelated to import-time docstring lint output." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring mistake is not the same underlying bug as a variable-length position_ids runtime issue." + "reason": "A wrong docstring for position_ids is not the same as a real variable-length position_ids bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized-model saving failure and Llama4Config missing pad_token_id are unrelated." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are separate issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance versus InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API settings warning is unrelated to InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different problems." + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different failures." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45200", + "right": "issue:46897", "accept": false, - "reason": "Gemma processor attribute crash and Gemma pipeline roundtrip on \u2581 are not the same bug." + "reason": "Gemma 4 token-type defaults and Florence2 double-shift training loss are unrelated." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration error are unrelated." + "reason": "Gemma4Processor missing _tokenizer is unrelated to Gemma pipeline roundtrip issues on \u2581." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output correctness are distinct issues." + "reason": "Quantization offloading issues are not the same as incorrect outputs under pipeline parallelism." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Training-time AMP crash in LwDetrImageLoss versus auto_docstring import-time logging are unrelated." - }, - { - "left": "issue:45593", - "right": "issue:46877", - "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring diagnostics are unrelated." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption versus Qwen3.5 infinite-loop-on-image are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are missing imports, but they are different exported symbols and likely separate fixes." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use; clear duplicate." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen model variants and different symptoms; too broad to merge safely." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Gemma token roundtrip issue versus DiffusionGemma image-text-to-text pipeline failure are different code paths." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift in eval versus DeepSpeed ZeRO3 deque error are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained for MoE and a Qwen3.5 from_pretrained error are not the same concrete bug." + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates one soft-edge pair. Issue 42673 \u2194 43704 is a clear duplicate and conservative to accept. However, issue 45310 \u2194 45375 is not strongly supported as the same bug: the packet only shows a related Qwen3.5/MoE config area, not enough to conclude the same root cause. The summary\u2019s claim that it likely shares the same root cause is too strong, so the cluster should be rejected." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: most pairs are clearly different bugs, and the two accepted soft edges are plausible duplicates without overclaiming. No PR pairs are present, so there is no mergeability issue to check." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14048,631 +14110,618 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 46, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", - "issue:42222", "issue:42673", + "issue:42831", "issue:42898", + "issue:42994", "issue:43232", - "issue:43295", + "issue:43278", "issue:43479", "issue:43504", + "issue:43704", "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", "issue:43976", - "issue:44016", - "issue:44079", - "issue:44295", + "issue:44038", + "issue:44222", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44625", - "issue:44734", - "issue:44779", "issue:44792", + "issue:44857", "issue:44869", "issue:44933", - "issue:45092", + "issue:44945", + "issue:45081", "issue:45103", - "issue:45200", + "issue:45137", "issue:45310", - "issue:45356", "issue:45405", "issue:45561", + "issue:45593", "issue:45600", - "issue:45656", "issue:45712", - "issue:45812", + "issue:45753", "issue:46077", "issue:46123", - "issue:46231", + "issue:46202", "issue:46693", + "issue:46701", "issue:46829", "issue:46877" ], "soft_pairs": [ + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:41628|issue:44351", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:42831|issue:44222", "issue:43232|issue:44792", "issue:43504|issue:45561", - "issue:45561|issue:45600", "issue:42175|issue:44933", + "issue:45561|issue:45600", "issue:44496|issue:45561", - "issue:45405|issue:46877", "issue:43976|issue:44933", "issue:30333|issue:33290", + "issue:45405|issue:46877", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", "issue:43479|issue:46829", "issue:46077|issue:46123", "issue:44623|issue:45310", - "issue:43479|issue:44869", "issue:42673|issue:46693", - "issue:44625|issue:46877", - "issue:44016|issue:46231", - "issue:43723|issue:44568", - "issue:42898|issue:45812", - "issue:42898|issue:44779", - "issue:43479|issue:44079", - "issue:43874|issue:45092", - "issue:43784|issue:43824", - "issue:44734|issue:45103", - "issue:42222|issue:45200", - "issue:27957|issue:30333", - "issue:30333|issue:34689", - "issue:42898|issue:43295", - "issue:42898|issue:45356", - "issue:44295|issue:45656" + "issue:43479|issue:44869", + "issue:43723|issue:44568" ], - "prepared_review_unit_hash": "8d737a0e2f7896527035ff780f8085dd9a5657b3bb84348183937209d7819d8e", + "prepared_review_unit_hash": "d79661c07d35ea287781d6ec8bfc23470edab5f3df547bf29ef1379b6b4aa15c", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37240, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs across tokenizers, model loading, training/runtime behavior, docs, and testing infra. The title similarity is mostly driven by shared Transformers/v5 vocabulary, not the same underlying defect. No soft pair looks safe to merge as a duplicate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly unrelated issue noise. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest describe distinct bugs, regressions, or components.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak; issue:43704 is a near-verbatim duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster\u2019s only true duplicate pair, with the clearest title and earliest report date.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Different problems: generation kwargs sync bug vs a janus image-generation test failure." - }, - { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Unrelated: legacy Beit preset loading vs pytest-xdist capture-file race." + "reason": "Different symptoms and code paths: pipeline parallelism output corruption vs image-triggered infinite loop in Qwen3_5." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Different infra issues: xdist file race vs stale auto_mappings references causing CI failures." + "reason": "LwDetr fp16/CUDA crash and auto_docstring import-time stdout logging are unrelated." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "TensorFlow backend packaging issue vs a bad image_utils import; not the same bug." + "reason": "Both are import errors, but for different symbols and likely different missing exports; not the same bug." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Model auto-loading/config error vs testing utility race condition." + "reason": "D-FINE auxiliary-loss behavior and auto_docstring diagnostics output are unrelated." }, { - "left": "issue:45405", - "right": "issue:46877", - "accept": false, - "reason": "Different doc/lint issues: unreleased PEFT version pin vs auto_docstring stdout noise." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue text and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Python/version compatibility bug vs missing/nonexistent import from image_utils." + "reason": "Both mention Qwen3 MoE loading, but they target different model variants and version contexts; not clearly one bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different training/runtime failures: MLflow reporting on job failure vs Deepspeed adafactor OOM." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Stuck SentenceTransformers loading is not the same as embedding reinit on resize." + "reason": "Both involve Gemma-related text/image behavior, but one is a token roundtrip failure and the other is a pipeline integration failure." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are distinct tokenization bugs." + "reason": "FP8 save_pretrained failure is a different path from from_pretrained loading errors." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Package dependency mismatch vs leftover dummy classes leaking into namespace/checks." + "reason": "Quantized model saving failure and a missing class import are different problems." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Phi4 multimodal config initialization bug vs VideoPrism output field mismatch." + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO3 deque IndexError." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Different attention-mask vs pipeline batching bugs; same area but not same defect." + "reason": "Different utility crashes in different modules; same broad area of tooling but not the same underlying defect." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Config default handling vs Whisper timestamp decode crash; unrelated code paths." + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are unrelated." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Both mention VRAM/performance, but one is multithreaded leakage and the other is long-context FA2 slowdown." + "reason": "Pretrained preset loading with a legacy field vs pytest-xdist race in testing utils are different bugs." }, { - "left": "issue:44625", - "right": "issue:46877", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + "reason": "Packaging backend dependency omission and a missing image_utils import are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Notebook syntax error vs documentation parameter mismatch; not the same underlying issue." + "reason": "Test-file race and auto_mappings references to removed configs are different failure modes." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "AutoTokenizer v5 loading issue and mDeBERTa add_special_tokens regression are separate tokenizer bugs." + "reason": "Model config loading error is unrelated to a testing-utils race." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." + "reason": "Python version compatibility issue vs missing image_utils import; different root causes." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different model families and failure modes." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment; no shared code-path bug." + "reason": "Released-version dependency pinning and auto_docstring stdout logging are unrelated." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; unrelated multimodal issues." + "reason": "Loading hang in Sentence Transformers vs post_init reinitializing output embeddings are different bugs." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol; different import failures." + "reason": "Both are tokenizer behavior changes in v5, but they affect different APIs and symptoms." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "KV-cache continuation tensor indexing bug vs auto_docstring annotation crash." + "reason": "Backend dependency packaging and dummy object leakage into dir(transformers) are different issues." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Broken vitpose models vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated model-specific bugs." + "reason": "Multimodal config defaults vs hidden_states/output-field mismatch are unrelated." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow reporting on failed training jobs." + "reason": "Attention-mask construction and final partial-batch handling in a pipeline are unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Job-reporting failure vs Llama 3.2 Vision model loading regression; distinct subsystems." + "reason": "Missing files in processor.save_pretrained is not the same as Qwen3.5 MoE from_pretrained loading failure." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are different v5 changes." + "reason": "VRAM leak in multi-threaded dataloading is unrelated to FA2 long-context performance regression." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are tokenizer regressions, but Kimi-K2.5 codec handling is a separate concrete bug from clean_up_tokenization_spaces." + "reason": "Multimodal config initialization and Whisper timestamp decoding crash are different code paths." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Buffer registration/read issue is unrelated to Deepspeed optimizer step being called twice." + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports a single obvious duplicate pair (issue:42673 / issue:43704 with identical title and overlapping VRAM-leak description), and the rest of the soft-edge rejections stay safely on the side of not overclaiming similarity. No pull-request pairing issues here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 47, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", "issue:30333", + "issue:34689", "issue:35141", - "issue:41628", - "issue:42757", + "issue:42222", "issue:42796", "issue:42831", + "issue:42898", "issue:43116", - "issue:43122", - "issue:43232", - "issue:43475", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", "issue:44060", "issue:44075", + "issue:44079", "issue:44190", "issue:44222", - "issue:44263", + "issue:44295", "issue:44297", "issue:44360", - "issue:44373", "issue:44448", - "issue:44484", - "issue:44485", "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", + "issue:45103", "issue:45125", + "issue:45200", "issue:45245", - "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", - "issue:46082", + "issue:45812", "issue:46132", - "issue:46209", "issue:46231", - "issue:46305", - "issue:46424", - "issue:46431", - "issue:46655", - "issue:46710", - "issue:46762" + "issue:46762", + "issue:46877" ], "soft_pairs": [ + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:44060|issue:45125", - "issue:30333|issue:35141", "issue:45405|issue:45712", + "issue:30333|issue:35141", "issue:44222|issue:44297", + "issue:44060|issue:45125", "issue:22355|issue:28282", "issue:44075|issue:46231", "issue:44933|issue:45712", "issue:44360|issue:46762", "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:44448|issue:46132", "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:44222|issue:44623", - "issue:43479|issue:43644", "issue:45245|issue:46132", - "issue:41628|issue:42757", - "issue:44373|issue:44485", - "issue:45071|issue:46082", - "issue:44297|issue:45310", - "issue:46132|issue:46710", - "issue:44222|issue:44484", - "issue:43723|issue:44977", - "issue:44190|issue:46082", - "issue:43122|issue:46209", - "issue:44263|issue:45092", - "issue:43232|issue:46424", - "issue:43232|issue:45834", - "issue:46209|issue:46431", - "issue:43475|issue:46305", - "issue:46305|issue:46655" + "issue:43479|issue:43644" ], - "prepared_review_unit_hash": "46a564262670164b74b0f5a732c5be5a8d3b8f99ee2298f86fb6ab706a961c66", + "prepared_review_unit_hash": "585cbeb998c88c545f4e3fdbd75a7e39ac70f8914e1041b4f1d598c451ec4ff7", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose set of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all candidate merges should be rejected.", - "confidence": 0.97, + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading/import errors, optimizer/training bugs, docs/notebook issues, and multimodal/config problems. There is no strong duplicate group or single underlying code-path change tying them together.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different example scripts and failures: multi-label classification empty outputs vs local dataset loading." - }, - { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Same model family, but different bugs: incorrect tied-weights warning vs missing tensor-parallel plan." + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to embedding reinitialization during post-init." + "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44625", + "right": "issue:46877", "accept": false, - "reason": "PEFT version bump issue is unrelated to leftover dummy classes leaking into imports/check_repo." + "reason": "Qwen3.5 config propagation and auto_docstring import-time stderr output are unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "FP8 save_pretrained/moe behavior is unrelated to tokenizer_class metadata mismatch." + "reason": "Different tokenizer bugs for different models; not the same underlying defect." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Importing transformers.onnx missing module is unrelated to AutoModel requiring PyTorch." + "reason": "Multimodal config initialization and ModelOutput key handling are separate code paths." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Optimizer args not used is a runtime bug; the other is a docstring parameter-name mismatch." + "reason": "A missing image-processor method is not the same as v5 meta-init incompatibility for remote-code checkpoints." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import problems." + "reason": "Sentence-transformers import failure and missing Qwen VL class import are different import regressions." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "DSA indexer activation choice is unrelated to Minimax attention numerical drift." + "reason": "Serving KV-cache indexing crash and auto_docstring annotation handling are unrelated." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "FP8 accuracy issues are unrelated to processor.save_pretrained missing files." + "reason": "Flash Attention 2 support and MLFlow job-state reporting are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer config metadata bug is unrelated to Deepspeed optimizer step being called twice." + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are different model families and bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." + "reason": "MLFlow reporting on training failure and Llama 3.2 Vision loading regression do not share a code path." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Specific BPE marker handling bug is not the same as a generic AutoTokenizer loading issue." + "reason": "Both involve v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "FP8 save_pretrained for MoE and processor artifact saving are different code paths." + "reason": "Different tokenizer regressions for different models; not one mergeable fix." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Default multimodal config initialization is unrelated to non-persistent buffer filling in v5." + "reason": "Position_ids buffer reading and doubled optimizer steps with deepspeed are unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Category-count runtime error is unrelated to AttentionInterface.register semantics." + "reason": "Example-script multi-label output bug and local dataset loading bug are separate issues." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different missing imports from different packages: transformers symbol vs huggingface_hub symbol." + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Docstring correction for position_ids is not the same as a GLM-5 RoPE implementation discussion." + "reason": "Training-job reporting and embedding reinitialization are unrelated bugs." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + "reason": "Both mention tokenizer save_pretrained, but one is missing files and the other is wrong tokenizer_class metadata." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Tokenizer_class mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model-initialization problems." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Attention registration behavior is unrelated to a DeepSeek accuracy regression after upgrade." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import errors." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "FP8 MoE save_pretrained issue has nothing to do with max_shard_size defaults." + "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Generic tokenizer loading failure and Qwen3.5 flash-attention generation bug are different problems." + "reason": "A nonexistent image_utils import and leftover dummy classes are unrelated cleanup/import issues." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "DSA indexer activation choice and Minimax attention numerical differences are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenization change across versions is unrelated to FP8 inference failure on B200." + "reason": "FP8 accuracy loss and processor.save_pretrained missing files are different subsystems." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split return values are unrelated to remote-code meta-init incompatibility." + "reason": "Tokenizer metadata bug and doubled optimizer stepping are unrelated." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Generation kwarg update after sync_gpus is unrelated to cache max_cache_length handling." + "reason": "A specific tokenizer BPE-marker bug is not the same as a generic AutoTokenizer loading failure." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Generation bookkeeping bug is unrelated to Kosmos2.5 OCR long-input index error." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "FP8 inference on B200 is unrelated to missing chat template support in a processor." + "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different save paths and failures." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "SAM 3 Video missing attribute is unrelated to MoonshineStreaming off-by-one masking." + "reason": "Category-cardinality runtime error and AttentionInterface behavior change do not overlap." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Sliding-window off-by-one and video padding calculation are different bugs, not one shared fix." + "reason": "Default config initialization and non-persistent buffer junk filling are unrelated." } ] }, @@ -14686,312 +14735,312 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 48, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:22355", "issue:27957", - "issue:28218", "issue:30990", - "issue:33357", "issue:38175", - "issue:39401", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", "issue:43122", "issue:43232", - "issue:43408", + "issue:43475", "issue:43644", - "issue:43646", + "issue:43723", "issue:43824", "issue:44038", - "issue:44188", + "issue:44190", + "issue:44222", "issue:44261", "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", - "issue:44568", + "issue:44484", + "issue:44485", "issue:44623", "issue:44829", - "issue:44945", + "issue:44977", + "issue:45071", "issue:45092", - "issue:45278", "issue:45310", "issue:45357", "issue:45381", "issue:45406", - "issue:45593", - "issue:45753", + "issue:45834", "issue:46002", "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", "issue:46305", "issue:46328", - "issue:46369", - "issue:46402" + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" ], "soft_pairs": [ - "issue:44295|issue:44623", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:46209|issue:46431", "issue:44263|issue:44360", - "issue:44263|issue:44373", "issue:30990|issue:38175", - "issue:44279|issue:46328", + "issue:44263|issue:44373", "issue:42831|issue:45310", - "issue:42907|issue:46050", "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:44279|issue:46328", "issue:45381|issue:46305", - "issue:44829|issue:46002", "issue:44261|issue:45092", + "issue:44829|issue:46002", "issue:44483|issue:45406", "issue:43644|issue:46305", "issue:22355|issue:27957", "issue:42831|issue:44038", - "issue:41628|issue:43824", - "issue:43408|issue:46402", - "issue:42831|issue:45753", - "issue:22355|issue:28218", - "issue:39401|issue:44568", - "issue:42886|issue:43066", - "issue:27957|issue:30990", - "issue:42757|issue:45278", - "issue:42886|issue:42994", - "issue:44188|issue:44373", - "issue:43408|issue:46369", - "issue:43232|issue:45593", - "issue:42796|issue:43122", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:42907|issue:44945" + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "d97b7cb674e84e340373f36c8e9c7a30745df953b73977f585de659091f9860d", + "prepared_review_unit_hash": "f8c49f40fe2e389da1509bb3c5ecad5e0613fcf128f8d0c76daedbdb233292ef", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated Transformers issues: tokenizer regressions, import failures, save/load bugs, multimodal model quirks, and a few generation/attention problems. The overlaps are mostly superficial, so I don\u2019t see a true duplicate pair to merge.", - "confidence": 0.39, - "canonical_issue_reason": "No clear duplicate emerges; issue 45278 is the broadest umbrella-style report in the set, so it is the least-bad representative issue if one must be chosen.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with some superficial overlap around v5 migrations, imports, saving/loading, and multimodal models. I found no soft edge that looks like the same underlying bug or change.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45092 is the most concrete and broadly representative v5-compatibility regression in the set, but it is only an anchor for triage, not a true duplicate target for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most generally phrased, high-level regression report and best fits as a cluster representative, though the cluster is too heterogeneous for a strong canonical choice.", + "best_issue_reason": "Issue 45092 is the best single issue to keep as the cluster representative because it is specific, actionable, and clearly framed as a Transformers v5 compatibility problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Different code paths: buffer/position_ids reading vs processor save_pretrained file emission." + "reason": "Both are import failures, but they involve different missing symbols from different packages and likely different breakages." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Same broad subsystem (DSA indexer) but distinct bugs: torch.split return values vs missing ReLU." + "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE is an implementation bug in a different code path." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Indexer bug vs docstring issue; no shared underlying defect." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load problems with different symptoms." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Unrelated problems: loading hang in sentence transformers vs zero probabilities in a vision-language model." + "reason": "AttentionInterface.register behavior change and downstream accuracy regression are not the same concrete bug." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Dependency issue vs performance bug in SequenceFeatureExtractor.pad; not the same bug." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are unrelated config semantics." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Different areas and symptoms: FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 save_pretrained/moe and max_shard_size default behavior are different issues." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both concern saving quantized/dequantized models, but the model states/backends differ enough that this is not clearly the same concrete bug." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug affect different code paths." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Meta-initialization incompatibility for old remote-code checkpoints vs incorrect visual encoder keys on save_pretrained." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Different models and code paths: Qwen2.5-VL video position_ids vs Moonshine streaming mask off-by-one." + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are different regressions." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FlashAttention-3 training degeneration is not the same as NaNs in classification head init." + "reason": "GlmMoeDsaIndexer torch.split handling and remote-code/meta-init incompatibility are unrelated bugs." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Layernorm epsilon precision discussion vs remote-code meta-init incompatibility; unrelated defects." + "reason": "Generation kwargs after sync_gpus and cache max_cache_length behavior touch different mechanisms." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Serve/API request handling crash vs processor missing _tokenizer attribute; different failures." + "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are not the same defect." }, { - "left": "issue:43644", + "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization corruption vs sliding-window mask off-by-one; unrelated." + "reason": "SAM3 missing fpn_position_embeddings and MoonshineStreaming off-by-one masking are distinct model bugs." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "ONNX import failure vs Flash Attention 2 with XLM-Roberta; no shared bug." + "reason": "Both are video-related, but one is a future-frame masking off-by-one and the other is a padding calculation bug." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different issues." + "reason": "Reading a registered position_ids buffer and processor.save_pretrained missing files are different save/load issues." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different affected features." + "reason": "FP8 inference on B200 and missing chat template are unrelated failures." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "A warning about sam3_video/sam3_tracker mismatch is not the same as text encoder weights not loading." + "reason": "Same broad DSA indexer area, but split return handling and missing ReLU are separate concrete bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Accuracy regression vs infinite loop on a specific image; unrelated symptoms and code paths." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model behaviors." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "ONNX module import vs tokenizer spacing after added token; unrelated." + "reason": "GlmMoeDsaIndexer output handling and a docstring issue for position_ids are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS addition)." + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are different failures." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Offline cache loading failure vs tokenizer decoder type mismatch in v5; not the same concrete bug." + "reason": "Both involve multimodal model compatibility, but one is meta-init loading and the other is incorrect save_pretrained key emission." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Flash Attention 2 issue vs loading hang; no concrete overlap." + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized save/load breakage are different quantization paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Specific huggingface_hub import symbol removal vs broad import failures after upgrade; related theme but not the same bug." + "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance problem are unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer offline-cache loading vs quantized model save failure are different code paths." + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming window masking are different models and different bugs." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs a docstring issue; clearly unrelated." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and v5 meta-init incompatibility are not the same defect." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Model-type mismatch warning vs memory overflow in sam3-litetext; different failures." + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Tokenizer-specific BPE marker handling vs version-to-version tokenization differences; too broad and not clearly the same defect." + "reason": "Non-persistent buffer corruption and sliding-window off-by-one masking are different code-path bugs." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads; different underlying problems." + "reason": "Transformers.onnx import error and XLMRoberta Flash Attention 2 are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Loading stall in one model setup vs MacOS bus error in another; unrelated." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model-specific regressions." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Quantized save/dequantize failure vs pipeline-parallelism output corruption; different code paths." + "reason": "Both are import errors, but they are for different missing classes and likely separate export/version problems." } ] }, @@ -15005,66 +15054,80 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 49, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:22355", - "issue:29159", - "issue:36296", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", "issue:42371", "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", "issue:42907", - "issue:43116", + "issue:42994", + "issue:43066", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", - "issue:43452", - "issue:43475", "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", - "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", - "issue:44360", - "issue:44485", + "issue:44373", "issue:44488", "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", - "issue:44779", - "issue:44829", "issue:44945", "issue:44964", - "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45593", "issue:45600", + "issue:45753", + "issue:46002", "issue:46172", - "issue:46326", - "issue:46614", + "issue:46369", + "issue:46402", "issue:46762" ], "soft_pairs": [ + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", "issue:43576|issue:43784", "issue:42371|issue:44263", "issue:44295|issue:44297", @@ -15072,252 +15135,216 @@ "issue:46172|issue:46762", "issue:42907|issue:44964", "issue:43976|issue:44945", - "issue:43756|issue:44060", - "issue:44117|issue:44704", "issue:42907|issue:43937", - "issue:43784|issue:45600", "issue:41628|issue:45278", - "issue:44704|issue:45290", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:43784|issue:45600", "issue:39401|issue:44521", - "issue:44625|issue:44829", - "issue:44360|issue:44485", - "issue:43408|issue:43475", - "issue:43122|issue:44521", - "issue:43122|issue:46326", - "issue:44038|issue:44297", - "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:22355|issue:29159", - "issue:39401|issue:46614", - "issue:44038|issue:44222", - "issue:43116|issue:45200", - "issue:43824|issue:44351", - "issue:43122|issue:44779", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945" + "issue:44704|issue:45290" ], - "prepared_review_unit_hash": "5c50af197bfa1fd1c1d83b984cbf61e484309fb925ad06dc82a20cc82ccf7e31", + "prepared_review_unit_hash": "a215163db7c6333ec2b3804650d88ebf36d9a3023c99987913d513c42f66a103", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36955, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35207, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share only broad subsystem or version context, not the same concrete bug. I reject all candidate duplicate edges.", - "confidence": 0.82, - "canonical_issue_reason": "If one issue must serve as the representative, issue:44521 is the best stand-in because it has the strongest engagement signal and is a clear user-facing regression report with multiple inbound references.", + "summary": "This cluster is a grab bag of unrelated Transformers issues (imports, tokenization, multimodal chat templates, quantization, generation, attention, and model-loading regressions). None of the provided soft-edge pairs look like the same underlying bug or change, so I reject them all. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: a general post-upgrade import regression, which best fits the cluster\u2019s recurring version-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44521 is the most actionable representative in this set: open, high-discussion, and tied to a reproducible API bug rather than a narrow model-specific edge case.", + "best_issue_reason": "45278 is the most representative issue to anchor this mixed cluster because it is broad, regression-oriented, and closest to the recurring compatibility/import failures seen elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Broken env command vs sentence-transformers import NameError; unrelated symptoms." + "reason": "Different SAM3 problems: a model-type warning vs text-encoder weights not loading." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "TF32 settings warning vs GlmMoeDsaIndexer split behavior; different subsystems." + "reason": "Different models and symptoms: FineGrainedFP8 accuracy vs Qwen3_5 infinite loop on one image." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Position_ids buffer access error vs tokenizer save metadata mismatch; different bugs." + "reason": "Unrelated bugs: missing transformers.onnx module vs tokenizer adding an extra space." }, { "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Qwen3 offset_mapping bug vs loading a specific model; unrelated." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Different model/numerical issues (DeepSeek vs Minimax); not the same code path." - }, - { - "left": "issue:42907", - "right": "issue:44964", + "right": "issue:44568", "accept": false, - "reason": "Quantized save failure vs Phi-4 multimodal load failure; unrelated." + "reason": "Both tokenizer bugs, but on different models and different failures: offset_mapping vs missing BOS/EOS insertion." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Python version compatibility issue vs pipeline parallel output bug; unrelated." + "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in v5." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "RoPE layer dropping vs tied-weights warning; different architecture bugs." + "reason": "Specific huggingface_hub import failure vs broad Transformers import regressions; not the same bug." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer mapping None vs AutoProcessor kwargs propagation; different from_pretrained plumbing." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Save/dequantization bug vs invalid GenerationConfig; unrelated." + "reason": "Different areas: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers loading hang." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Sentence-transformers import NameError vs removed Sam3LiteText config references; different import failures." + "reason": "Attention-kernel compile branching bug vs a docstring issue for position_ids." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Specific missing AutoImageProcessor export vs broad import-errors-after-upgrade report; not the same bug." + "reason": "Same family name but different bugs: warning mismatch vs memory overflow in sam3-litetext." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "cached_file kwargs propagation vs chat template crash on tool-call assistant messages; unrelated." + "reason": "Generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior; different code paths." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "offset_mapping regression vs multimodal assistant_masks bug; different tokenizer issues." + "reason": "Different tokenizer regressions affecting different models and outputs." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "num_labels propagation vs flash_attention_3 degenerate training; unrelated." + "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same defect." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; different model internals." + "reason": "Loading stall for Sentence Transformers vs MacOS bus error in a CLIP model." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "sam3_video/model-type warning vs missing fpn_position_embeddings attribute; different SAM3Video issues." + "reason": "Quantized model saving failure vs incorrect pipeline-parallel LLM output." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "General tokenization-version regression vs multimodal assistant_masks bug; not the same failure." + "reason": "Broken transformers env command vs NameError during sentence-transformers import." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "General tokenization regression vs continue_final_message bug in mistral_common tokenizer; different code paths." + "reason": "TF32 settings warning is unrelated to torch.split return handling in GlmMoeDsaIndexer." }, { - "left": "issue:44038", + "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issue vs tokenizer save metadata mismatch; unrelated." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized-save bug vs gguf_file loading bug; unrelated." + "reason": "Buffer access error for position_ids vs tokenizer_class mismatch on save_pretrained." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe load issue vs position_ids buffer read error; unrelated." + "reason": "Different tokenizer concerns: offset mapping regression vs model loading failure." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Qwen3.5 save_pretrained checkpoint regression vs from_pretrained error; related family but different concrete bugs." + "reason": "Both are numerical-attention issues, but they target different models and concrete failures." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "onnx import error vs slow/fast tokenizer inconsistency; unrelated." + "reason": "Different bugs: saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3 offset mapping bug vs stale phonemizer backend state; unrelated." + "reason": "Python-version compatibility regression vs incorrect pipeline-parallel output; not the same change." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3-VL-Moe load issue vs FP8 save_pretrained bug; different model lifecycle problems." + "reason": "Model saving bug vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Classification example empty results vs Gemma4 mm_token_type_ids defaulting; unrelated." + "reason": "Specific missing AutoImageProcessor import vs broad import errors after update; not a concrete duplicate." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Missing Qwen2.5-VL export vs missing HybridCache export; both import errors but different symbols and fixes." + "reason": "Different from_pretrained path bugs: tokenizer mapping None vs cached_file kwargs forwarding." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Tokenization-version regression vs DeepSeek tokenizer regression; different model/tokenizer bugs." + "reason": "Different model-architecture regressions: RoPE layer loss vs tied-weights warning." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Missing huggingface_hub symbol vs missing transformers symbol; unrelated import failures." + "reason": "Import-time NameError in sentence-transformers vs stale auto_mappings references causing CI breakage." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Tensor parallel training bug vs classification example issue; unrelated." + "reason": "Tokenizer offset-mapping bug vs multimodal assistant_mask failure in apply_chat_template." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "dtype mismatch in evaluate vs wrong output under pipeline parallelism; different execution paths." + "reason": "cached_file kwargs forwarding bug vs apply_chat_template crash on tool-call assistant messages." } ] }, @@ -15331,291 +15358,312 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 50, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:22355", - "issue:28348", "issue:29127", + "issue:29159", + "issue:36296", "issue:38617", + "issue:39401", "issue:42175", - "issue:42371", - "issue:42673", + "issue:42757", "issue:42898", + "issue:42907", "issue:43066", "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", - "issue:43874", + "issue:43824", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44188", - "issue:44263", - "issue:44355", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", "issue:44485", + "issue:44521", "issue:44625", - "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44938", - "issue:44995", - "issue:45072", - "issue:45083", + "issue:44945", + "issue:45200", + "issue:45216", "issue:45278", - "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", "issue:46231", + "issue:46326", "issue:46328", "issue:46614", - "issue:46640", - "issue:46697", - "issue:46710", - "issue:46752", - "issue:46762", - "issue:46829", "issue:46877" ], "soft_pairs": [ - "issue:22355|issue:29127", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", "issue:42175|issue:44938", + "issue:22355|issue:29127", "issue:43493|issue:45753", "issue:46231|issue:46877", "issue:44188|issue:46328", "issue:43937|issue:44485", - "issue:42898|issue:46614", "issue:38617|issue:45278", + "issue:42898|issue:46614", "issue:43066|issue:44779", "issue:43611|issue:46002", "issue:44038|issue:45478", - "issue:43116|issue:43493", "issue:43976|issue:45446", - "issue:44355|issue:46231", - "issue:42673|issue:45072", - "issue:45357|issue:45478", - "issue:44625|issue:46002", - "issue:42371|issue:43874", - "issue:45083|issue:45446", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43992|issue:44704", - "issue:44075|issue:44936", - "issue:43066|issue:46710", - "issue:28348|issue:46640", - "issue:44263|issue:46762", - "issue:44995|issue:46697", - "issue:46614|issue:46752" + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "46bfda7484ecc037abf7a0ea9d9e7b77c33b1c0b8ed527800419c811dda4badc", + "prepared_review_unit_hash": "937740270a4cc6abe478b13ad457d59108831011bdaa62209426d69b5129a6fd", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35718, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "soft_pair_count": 31, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical grouping, not a duplicate set. The pairs share broad Transformer/v5/model-family vocabulary, but the underlying failures differ in code path, symptom, and fix scope, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set for upgrade-related import regressions, so it is the closest thing to a cluster representative.", + "summary": "This is a mixed cluster of unrelated Transformers issues. The soft pairs share broad themes like tokenization, import errors, or version regressions, but none look like the same concrete bug or something that could be merged into one fix.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative issue title-wise for this cluster\u2019s recurring v5/import-breakage theme, even though the cluster itself is heterogeneous.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Unrelated failures: missing `transformers.onnx` import vs a LayoutLMv3 error-message clarity complaint." + "reason": "Different bugs: Qwen3.5 config propagation vs flash-attention training degeneration." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Different problems: extras/backend packaging issue vs Python 3.14 import/load failure." + "reason": "Unrelated issues: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different code paths and symptoms: SigLIP2 numerical discrepancy vs Qwen3_5 image-triggered infinite loop." + "reason": "Different SAM3 problems: model-type warning vs missing output attribute." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Docs parameter-name mismatch vs import-time stderr/stdout diagnostics; not the same bug." + "reason": "Both are tokenizer-related, but one is a versioned tokenization regression and the other is multimodal assistant mask generation." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `pad()` wasting time converting arrays." + "reason": "Different code paths: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Same model family, but one is invalid `GenerationConfig` and the other is a RoPE implementation discussion." + "reason": "Both involve tokenizers, but one is general tokenization regression and the other is continue_final_message behavior for mistral_common." }, { - "left": "issue:42898", + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different features: saving dequantized models vs AutoTokenizer/AutoModel loading gguf_file." + }, + { + "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend after language switching; different subsystems." + "reason": "Different tokenizer implementations and failures: Qwen3 offset mapping vs Wav2Vec2PhonemeCTCTokenizer language state." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "`layer_type_validation` import break is a specific missing symbol; 45278 is a broad umbrella for many import errors, not the same concrete bug." + "reason": "Different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both involve tokenizers, but one is decoder-type regression and the other is DeepSeek tokenization correctness." + "reason": "Both mention Qwen3.5 and v5.x, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Model-loading regression via `base_model_prefix` is unrelated to NaNs in classification heads on init." + "reason": "Different failures: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:44038", - "right": "issue:45478", + "right": "issue:44222", "accept": false, - "reason": "Different Qwen3 Moe issues on different versions/code paths: one is a general 5.0 bug, the other a from_pretrained failure in 5.4+." + "reason": "Different model issues: Qwen3-VL-Moe loading vs FP8 save_pretrained for moe." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Example-script multi-label empty output is unrelated to SigLIP2 implementation drift." + "reason": "Both are import errors, but for different symbols and different underlying regressions." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Python-version compatibility failure vs a PyTorch version check bug in flex_attention; not the same underlying issue." + "reason": "Different problems: example script empty multi-label outputs vs Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Compiled Python file loading errors are unrelated to a documentation typo." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders vs bfloat16 dtype mismatch in CI inference are different bugs." + "reason": "Different import sources and symbols: huggingface_hub is_offline_mode vs transformers HybridCache." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are Qwen3.5 Moe regressions, but one is save_pretrained key corruption and the other is from_pretrained loading failure." + "reason": "Unrelated: tensor parallel training bug vs classification example script behavior." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "Different runtime issues: dtype mismatch in eval vs incorrect output under pipeline parallelism." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` method; documentation versus runtime bug." + "reason": "Different environment/backends: pip extras backend selection vs Python 3.14 load failure." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Different subsystems: Qwen3_omni_moe feature-length helper bug vs flex_attention version check." + "reason": "Different issues: missing onnx module vs LayoutLMv3 error-message clarity." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both are output-dataclass regressions, but they affect different models and fields (`attentions` vs `hidden_states`)." + "reason": "Different model-specific bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "Empty multi-label outputs in an example script are unrelated to a pipeline translation-task error message." + "reason": "Documentation/tooling issues, but not the same defect or fix location." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder loading is unrelated to `AutoProcessor.from_pretrained` kwarg forwarding." + "reason": "Different code paths: torch.compile attention kernel branching vs feature extractor padding inefficiency." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is a broad report of many import failures after upgrade." + }, + { + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Optimizer-SGD argument handling has no overlap with trainer evaluate-after-train failure." + "reason": "Different tokenizer behavior vs phonemizer backend state bug." }, { "left": "issue:43066", - "right": "issue:46710", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder regression is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Both are tokenizer regressions in v5, but they concern different models and failure modes." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Flash Attention support request is unrelated to a later Flash Attention 2 issue with different details." + "reason": "Different bugs: base_model_prefix loading regression vs NaNs in classification heads." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical discrepancies." + "reason": "Related model family, but not the same issue: Qwen3-VL-Moe loading vs Qwen3.5 Moe from_pretrained failure." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Stale indexer cache on second forward pass is unrelated to image over-padding in Swin2SR." + "reason": "Different compatibility checks: Python version support vs PyTorch version gating for AuxRequest." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Stale phonemizer language state is unrelated to `apply_chat_template` crashing on an empty list." + "reason": "Unrelated model/task bugs: multi-label classification example vs SigLIP2 implementation discrepancy." } ] }, @@ -15629,305 +15677,303 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 51, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:28348", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", + "issue:43066", + "issue:43116", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", - "issue:43742", + "issue:43825", "issue:43827", + "issue:43874", "issue:43937", - "issue:43986", - "issue:44117", + "issue:43992", + "issue:44075", + "issue:44263", "issue:44291", + "issue:44355", "issue:44380", - "issue:44410", - "issue:44466", - "issue:44779", - "issue:44829", - "issue:44977", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", "issue:45071", - "issue:45081", + "issue:45072", + "issue:45083", "issue:45092", - "issue:45216", - "issue:45310", - "issue:45341", "issue:45356", - "issue:45362", - "issue:45405", + "issue:45357", "issue:45446", - "issue:45561", + "issue:45478", "issue:45563", - "issue:45588", "issue:46002", "issue:46077", - "issue:46298", + "issue:46231", "issue:46328", - "issue:46512", "issue:46614", + "issue:46640", "issue:46655", + "issue:46697", + "issue:46710", "issue:46752", - "issue:46762" + "issue:46762", + "issue:46829" ], "soft_pairs": [ - "issue:42222|issue:43441", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", "issue:45092|issue:46762", + "issue:42222|issue:43441", "issue:43827|issue:45446", - "issue:43064|issue:43673", "issue:33453|issue:39401", + "issue:43064|issue:43673", "issue:42673|issue:42796", "issue:43937|issue:45563", - "issue:44380|issue:46077", "issue:43673|issue:46328", + "issue:44380|issue:46077", "issue:45356|issue:46614", "issue:42673|issue:46655", "issue:42222|issue:46752", - "issue:44291|issue:45071", - "issue:45405|issue:45446", - "issue:44117|issue:45588", - "issue:44466|issue:46002", - "issue:39401|issue:44779", - "issue:44410|issue:45310", - "issue:43937|issue:44977", - "issue:45071|issue:46512", - "issue:45341|issue:46328", - "issue:45341|issue:45561", - "issue:43450|issue:43986", - "issue:44829|issue:45216", - "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:42617|issue:45341", - "issue:45362|issue:46328" + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "9f96403bdaae4050e58641fc2e14ea0f51d58e42fe6d03e4905ba5628739cb24", + "prepared_review_unit_hash": "7d67dde759d4cdd8ec2b78851f51877f8a48c436e5d6a0643d9312726b59c971", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36697, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "soft_pair_count": 28, + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers bug reports, with several tokenizer/v5-regression items but no true duplicate pairs among the soft edges. The best representative issue is the broad v5 tokenization regression report, issue 43122.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43122 is the most general, model-agnostic tokenizer regression report in the set and has inbound references, making it the best canonical issue anchor.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, training/runtime issues, attention backend problems, and unrelated docs/examples. I found no soft-edge pair that looks like the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46640 is the broadest and most generic title in the set, and it is the closest anchor only because it is the most directly flash-attention-related item; however, the cluster is not really a single duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 best captures the shared theme of v4-to-v5 tokenization regressions without being tied to a single model or code path.", + "best_issue_reason": "No issue is truly representative of the whole cluster; 46640 is only the least specific umbrella-like issue, but the rest of the items do not share one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated code paths." + "reason": "Compiled-file errors and a docs parameter-name mismatch are unrelated." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Remote-code meta-init incompatibility is unrelated to Minimax attention numerical drift." + "reason": "VRAM leakage in multi-threaded inference and bfloat16 dtype mismatches are different bugs in different paths." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Docs referencing pipeline() and a flex_attention version check are unrelated." + "reason": "Both involve Qwen3.5, but one is save_pretrained key handling while the other is from_pretrained loading failure; not the same defect." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "FSDP2 optimizer-state corruption and chunked-prefill cache absence are different bugs." + "reason": "num_labels propagation and NaNs in classification heads are separate model-state problems." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both are tokenizer bugs, but different models and symptoms, not one concrete defect." + "reason": "TF32 settings behavior and a missing image-processor method are unrelated." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to Ministral BPE marker handling." + "reason": "A helper-length calculation bug in qwen3_omni_moe is not the same as a PyTorch version-check import issue." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are separate generation issues." + "reason": "Both are output-field bugs, but they affect different model heads and different fields." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "GPT2 attention scaling and Gemma4 bidirectional masking are different attention bugs." + "reason": "A multi-label example script failure is not the same as an incorrect pipeline error message." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + "reason": "Missing encoder weights during model loading and AutoProcessor kwarg forwarding are different loading paths." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer state leakage are different subsystems." + "reason": "Unused SGD arguments and evaluate() failing after train() are distinct trainer issues." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "VRAM leak in Qwen3 threads and SmolVLM video padding are unrelated." + "reason": "Tokenizer decoder type checking and an accuracy regression after upgrade are not the same bug." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "VitPose breakage and empty-chat-template IndexError are unrelated." + "reason": "GPT2 FlashAttention 2 support request and a generic Flash Attention 2 issue are not the same concrete change or bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Unexpected init_empty_weights arg and PretrainedConfig type-checking breakage are distinct failures." + "reason": "A torch.split return-value issue and Minimax attention numerical differences are unrelated." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Released-version pinning and flex_attention version gating are unrelated." + "reason": "Stale phonemizer language state and empty chat-template input handling are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer mapping fallback and flash_attention aux handling are different code paths." + "reason": "A stale indexer cache crash and image over-padding are different subsystems and failures." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs on checkout/init are unrelated." + "reason": "Meta-initialization incompatibility for remote-code checkpoints and Minimax attention numerical drift are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete behavior." + "reason": "VitPose model breakage and Ministral FlashAttention failure are different models and code paths." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different bugs." + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Tokenizer loading regression and wrong offset_mapping for Qwen3 are different tokenizer bugs." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "PretrainedConfig typing regression and stale config dtype after from_config are different issues." + "reason": "FSDP/PEFT optimizer-state corruption and generation cache missing in chunked prefill are not the same bug." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Testing-utils bug and SequenceFeatureExtractor padding slowdown are unrelated." + "reason": "A VRAM leak and tokenizer BPE-marker handling are unrelated." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Patched testing_utils bug and xdist file race are different testing failures." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Video processor shape bug and AutoProcessor missing torchvision crash are distinct problems." + "reason": "A generation cache bug and a padding performance issue are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are different code paths." + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional-attention masking are different model/backend behaviors." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crash are unrelated tokenizer internals." + "reason": "Tokenizer codec/warning regression and phonemizer backend state are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." + "reason": "VitPose model breakage and empty-list chat template handling have no shared underlying defect." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Both are import errors, but they involve different symbols and failure modes." + "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are related to v5 init changes but not the same concrete failure." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer regression and noisy logging message are not the same bug." + "reason": "VRAM leakage and SmolVLM padding calculation are unrelated bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "3d_parallel execution failure and testing-utils bug are unrelated." + "reason": "Vision-model breakage and apply_chat_template IndexError are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:46077", + "right": "issue:46640", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor padding slowdown are unrelated." + "reason": "Gemma4 bidirectional-attention masking and a generic Flash Attention 2 issue are not the same bug." } ] }, @@ -15941,66 +15987,82 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 52, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", - "issue:43066", - "issue:43097", + "issue:42617", "issue:43122", - "issue:43352", - "issue:43441", - "issue:43452", - "issue:43577", - "issue:43673", - "issue:43874", - "issue:43931", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", "issue:43937", - "issue:44038", - "issue:44075", + "issue:43986", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", - "issue:44360", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", "issue:44877", "issue:44933", - "issue:45003", + "issue:44977", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45464", + "issue:45362", + "issue:45405", + "issue:45446", "issue:45478", - "issue:45542", - "issue:45656", - "issue:46172", + "issue:45561", + "issue:45588", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", "issue:46617", - "issue:46762" + "issue:46762", + "issue:46894" ], "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44117|issue:45588", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42617|issue:45341", "issue:44484|issue:45310", "issue:42222|issue:46178", "issue:44877|issue:46231", @@ -16009,244 +16071,213 @@ "issue:39401|issue:46209", "issue:44410|issue:45478", "issue:42371|issue:46617", + "issue:43208|issue:46894", "issue:44261|issue:46762", "issue:44933|issue:45278", - "issue:38617|issue:44220", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:44263|issue:44485", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:43931|issue:44410", - "issue:42222|issue:45542", - "issue:45071|issue:45542", - "issue:44483|issue:45464", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44360|issue:46172", - "issue:44263|issue:46172", - "issue:43012|issue:43577", - "issue:27957|issue:43352", - "issue:43931|issue:44038", - "issue:43441|issue:44829", - "issue:43097|issue:43452", - "issue:45003|issue:45341" + "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "8cfea959c8f1ea0c9c83806adbdf0617c852f0a36ced2adcdb5348c21b8d1ee1", + "prepared_review_unit_hash": "a76682328381432d0d0490344e380bd6c0bb6539be4de0517fc725152c75e1a3", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36446, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35578, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5/v5.4/v5.5 regressions across imports, tokenization, model loading, and backend behavior. None of the soft pairs look like true duplicates on the available evidence; the broad upgrade-related import-regression report is the best umbrella issue.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes many import errors after a version upgrade, which matches the cluster\u2019s strongest recurring theme better than any model-specific report.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports (tokenizers, model-specific crashes, config/type regressions, testing utils, and import errors). I do not see any soft pair that clearly shares the same underlying bug, so I reject them all. If a single issue must serve as the cluster anchor, the broadest umbrella is the version-upgrade import-regression report.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the most umbrella-like report in the set: it explicitly covers multiple import errors after upgrading versions, which is the closest thing here to a broad regression bucket.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it captures a common cross-cutting regression class (post-upgrade import breakage) that plausibly covers several nearby reports, even though the overall cluster is heterogeneous.", + "best_issue_reason": "issue:45278 is the best global issue candidate because it is broad enough to subsume a family of import-regression complaints, unlike the many highly specific model- or API-level reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different bugs: shard-size default behavior vs a Qwen3.5-MoE from_pretrained failure." + "reason": "Different failures: one is a released-version dependency bump complaint, the other is a PyTorch version gate around AuxRequest in flex_attention." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "VitPose model breakage and a tensorflow_text backend registry error are unrelated failure modes." + "reason": "One is inconsistent lm_head serialization tied to device placement; the other is NaNs in classification heads. Different code paths and symptoms." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Config-loading strictness vs a documentation parameter-name typo." + "reason": "Both are tokenizer bugs, but for different models and different failure modes (offset mapping vs incorrect tokenization in v5)." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision bug are not the same code-path problem." + "reason": "Different Qwen-family issues with different concrete defects: missing projections vs from_pretrained error in a separate model variant." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Invalid GenerationConfig handling is distinct from missing model_type in config.json." + "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to the flash_attention crash on s_aux=None." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer offset mapping and FP8/B200 inference support are unrelated." + "reason": "GenerationConfig validation for GLM-5 is not the same bug as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Missing qwen3next projections is a model-architecture issue, not the same as Qwen3.5-MoE loading failure." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "TF32 configuration behavior and cache FileNotFoundError are different problems." + "reason": "Incorrect batched video processor shapes and torchvision-missing AutoProcessor crashes are different bugs." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "RMS norm epsilon precision drift is not the same as Minimax MSA numerical differences." + "reason": "Both mention testing utilities, but one is a small bug in testing_utils and the other is a pytest-xdist race on captured_info.txt." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Both involve imports, but one is a specific missing image_utils import while the other is a broad upgrade regression report." + "reason": "Both involve config/dtype behavior, but one is type-checking breakage in PretrainedConfig and the other is stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "An import error from configuration_utils and a fbank feature extraction bug are unrelated." + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different code paths." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Unused SGD arguments and duplicate optimizer stepping are different optimizer bugs." + "reason": "Tokenizer mapping None-handling is unrelated to the Mistral regex patch crash." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete symptoms differ too much to treat as the same bug." + "reason": "Both are import errors, but they concern different missing exports and do not look like the same concrete bug." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a KeyError when loading MobileLLM-125M." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are not the same failure." + "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Generation cache regression and a testing_utils bug do not share the same underlying defect." + "reason": "A chat-generation crash and a feature-extractor padding inefficiency are different problems." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are distinct API regressions." + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose breakage is unrelated to the undefined TensorFlow backend caused by tensorboard-only installs." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type-checking regressions and backend-install detection are separate issues." - }, - { - "left": "issue:44483", - "right": "issue:45464", + "right": "issue:46178", "accept": false, - "reason": "General chat/completions rejection and Qwen3.5-0.8B streaming failure are not the same bug." + "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are different issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Shard-size behavior and Qwen3.5-MoE from_pretrained errors are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to a documentation typo about set_training parameters." }, { - "left": "issue:43874", + "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches and rms_norm_eps precision mismatch are different multimodal/model bugs." + "reason": "TF32 API/settings discussion is unrelated to an MLA layernorm precision bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "DSA missing ReLU and a deepseek-v4 transpose/dtype issue are not the same code path." + "reason": "A GenerationConfig validation error and an unrecognized-model/config.json problem are different failures." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "torch.split return handling and deepseek-v4 tensor transpose logic are unrelated." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A compile-time float32 warning and Blip2 dtype propagation bug are distinct precision issues." + "reason": "Both mention Qwen3.x MoE-ish models, but one is missing projections and the other is a from_pretrained error; not the same bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Flash Attention 2 support issues for different models are not duplicates without a shared concrete failure mode." + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading issues are model-specific but not the same defect." + "reason": "xLSTM training bugs and CohereASR training-loss double-shift are different model-specific problems." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are different problems." + "reason": "Both are numerical-difference reports, but they concern different models and implementations; too broad to be a duplicate." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Embedding-tie removal and gguf_file/from_pretrained loading breakage are unrelated." + "reason": "A specific nonexistent import from image_utils is not clearly the same as a broader report of many import errors after an upgrade." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "sys.modules access safety and a testing_utils bug are different defects." + "reason": "An import error for layer_type_validation and a feature-extraction function issue are unrelated." } ] }, @@ -16260,297 +16291,325 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 53, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42222", "issue:42757", - "issue:42890", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", - "issue:43502", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", "issue:43531", + "issue:43577", "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:44380", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", - "issue:44704", - "issue:44936", + "issue:44493", + "issue:44829", "issue:44987", - "issue:45103", + "issue:45003", + "issue:45071", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", "issue:45588", + "issue:45656", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", - "issue:46298", - "issue:46365", "issue:46369", - "issue:46421", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821" + "issue:46897" ], "soft_pairs": [ - "issue:43986|issue:45341", - "issue:44261|issue:44485", - "issue:45753|issue:46369", - "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:43673|issue:46123", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:43986|issue:45372", - "issue:43064|issue:44315", - "issue:43097|issue:46050", - "issue:43986|issue:44484", - "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:46172|issue:46710", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:44062|issue:44117", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992", - "issue:44936|issue:46365", - "issue:44704|issue:45103", - "issue:44380|issue:46421" + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43208|issue:46897", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410" ], - "prepared_review_unit_hash": "972a314753d13ed3da2acfb5d1a3db4d9ad6a2954b9753283499d0b27896078c", + "prepared_review_unit_hash": "9cd578fc79b0e167ecd496014f5d62517eb234398c999d4a14f4b1a2c1c102f7", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "soft_pair_count": 33, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated bugs across imports, model configs, trainer behavior, processors, and cache paths, so there is no safe duplicate merge candidate.", - "confidence": 0.98, - "canonical_issue_reason": "No strong canonical issue: the items do not share one underlying bug; they are only textually similar in broad areas like loading, cache, or model-specific errors.", + "summary": "The cluster is heterogeneous: most items are distinct model- or API-specific regressions, not clear duplicates. A few are loosely related v5/tokenizer or MoE issues, but none look like the same underlying bug strongly enough to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43097 is the best cluster anchor because it is a broad, version-specific regression report with inbound references and it sits near several v5-related issues, but the cluster overall is too mixed to treat it as a true duplicate source for the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for a duplicate cluster; if one had to be picked for clarity, issue 43986 is the most well-scoped standalone report, but it is not representative of the rest.", + "best_issue_reason": "issue:43097 is the most representative issue in the set: it has a clear upgrade/regression framing, broader impact, and more linkage than the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different subsystems and symptoms: AutoProcessor/torchvision crash vs a testing_utils bug." + "reason": "Both mention optimizer steps, but one is about unused SGD arguments and the other about deepspeed causing the step to run twice; different failure modes and code paths." }, { - "left": "issue:44261", + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior changes in v5, but one reports a wrong decoder type while the other reports different tokenization outputs; related area, not the same bug." + }, + { + "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are model-specific, but one is a missing config epsilon in MLA and the other is GLM-5 RoPE behavior; not the same bug." + "reason": "These are different GLM-related bugs: one is about torch.split return values in a DSA indexer, the other is about RoPE implementation." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Different models and failure modes: Qwen3_5 infinite loop on an image vs SAM text model memory overflow." + "reason": "One is about a removed model config method in v5; the other is about unexpected position-id keys across many models. The symptoms and fix scope differ." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both involve loading, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a specific model load failure; not one code-path bug." + "reason": "Different model-loading failures: Qwen3-VL shape mismatch versus qwen3next missing attention projections." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Unrelated GLM issues: missing image-patch API vs torch.split return-value handling." + "reason": "Both are import/type-related v5 regressions, but one is about AutoImageProcessor import failure and the other about PreTrainedConfig type checking." }, { - "left": "issue:43531", + "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." + "reason": "Cache handling in generation chunked prefill is unrelated to a small testing_utils bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different DeepSeek bugs in different implementation areas; not mergeable as one fix." + "reason": "VitPose model breakage and missing TensorFlow backend handling are different subsystems and bug classes." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Cache initialization during chunked prefill is unrelated to the mask pipeline partial-batch drop." + "reason": "Type checking regression and TensorFlow backend detection are unrelated." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "A removed config flag and a flash_attention crash are different problems." + "reason": "Both affect chat/completions paths, but one is a v5 API contract issue and the other is a streaming inference failure for a specific model." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "Both involve Qwen3.5-related loading, but one is about max shard size policy and the other is a from_pretrained error for MoE models; not the same underlying bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field dropped by strict handling." + "reason": "Image patch counting and MLA q_a_layernorm precision/config handling are different bugs in different multimodal components." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "A generic transformers/Qwen3-VL-Moe bug is not the same as a missing projection-layer bug." + "reason": "Both touch GLM MoE internals, but one is about a torch.split indexing issue and the other is a dtype/transpose expression in deepseek-v4; not clearly the same fix." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Different optional-dependency import crashes affecting different processors and packages." + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor transform issue are not the same concrete bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and likely different model-specific support gaps." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning on bf16 compilation and a BLIP2 dtype propagation bug are not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3.5-Moe model issues, but they report different loading/runtime failures and would not plausibly be fixed in one PR." + }, + { + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel application with model_init." + "reason": "Both involve FlashAttention 3-related behavior, but one is a model support error and the other is degenerate training behavior in sequence classification; different code paths and fixes." }, { "left": "issue:43097", - "right": "issue:46050", + "right": "issue:43452", "accept": false, - "reason": "A removed embedding-tie flag and a quantization save/load regression are different code paths." + "reason": "One is a v5 config-method removal regression; the other is a gguf_file path problem in pretrained loading. They are unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "AutoProcessor dependency handling is unrelated to save_pretrained shard-size behavior." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + "reason": "A crash in AutoProcessor without torchvision and a small testing_utils bug are unrelated." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Noisy logging and empty-chat-template IndexError are unrelated." + "reason": "Precision/config mismatch in MLA q_a_layernorm versus GLM-5 RoPE implementation are different bugs." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Seed-related test flakiness is unrelated to logging noise." + "reason": "Both are model-specific runtime problems, but one is an infinite loop on a specific image and the other is a memory overflow; different failure modes." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different DeepSeek complaints: a tensor conversion/transposition bug vs an accuracy regression." + "reason": "Tokenizer mapping None handling and loading a specific model on >=5.1.0 are not the same underlying defect." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are import-name failures, but for different transformer symbols and different underlying API removals." + "reason": "Missing get_number_of_image_patches and torch.split return-value handling are separate multimodal/model internals issues." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Removed tie-embeddings behavior and quantization offloading are not the same bug." + "reason": "Native DeepseekV3MoE divergence is a broad implementation mismatch, while the deepseek-v4 issue is a specific tensor operation bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "A sliding_window bug in Qwen3-MoE and a testing_utils bug are unrelated." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "A PyTorch precision warning and a window_size AttributeError are unrelated." + "reason": "Generation cache missing in chunked prefill and MaskGenerationPipeline dropping partial-batch results are different pipeline bugs." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Tokenizer mapping assumptions are unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "Both describe training bugs, but one is about three xLSTM training blockers and the other is a Florence2 loss double-shift; different model families and fixes." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Local-files-only network leakage is not the same as missing embed_tokens weights on load." + "reason": "A removed config method in v5 and a crash in flash_attention integration on sink-less models are unrelated." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "trainer.evaluate() after train and an import conflict with datasets are different issues." + "reason": "Both are import errors from dependency/API changes, but they involve different symbols and packages, so they are not the same bug." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Kwargs forwarding to cached_file is unrelated to the auto_docstring annotations crash." + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + "reason": "Qwen3-VL-Moe and qwen3next may be adjacent model families, but the reported failures are different and not clearly one shared defect." } ] }, @@ -16564,21 +16623,18 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 54, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", - "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -16587,288 +16643,314 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", - "issue:43582", - "issue:43618", - "issue:43761", - "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", - "issue:44038", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", - "issue:44222", - "issue:44230", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", + "issue:44704", + "issue:44936", "issue:44938", - "issue:45478", - "issue:45479", + "issue:45103", + "issue:45372", "issue:45584", "issue:45712", "issue:45753", + "issue:46050", "issue:46132", "issue:46172", "issue:46178", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" ], "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43986|issue:44117", "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43825|issue:44655", + "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43208|issue:43550", - "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43066|issue:43906", "issue:43352|issue:43976", "issue:43352|issue:44380", - "issue:43097|issue:46298", + "issue:43066|issue:43906", "issue:44162|issue:46172", + "issue:43097|issue:46298", "issue:44380|issue:46132", "issue:45584|issue:46365", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:43064|issue:44380", - "issue:42757|issue:43824", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502", - "issue:44038|issue:44230", - "issue:43618|issue:43761" + "issue:44077|issue:46365" ], - "prepared_review_unit_hash": "dfcb73a118ff9da244330d2595f3374d4881392f5bbfec6047d33d7354501d85", + "prepared_review_unit_hash": "892bc0bb7f6682710700954260a3c7aae24464b4e0823e1636e9b57c2561ba1a", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36220, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38103, + "estimated_input_tokens": 9526, + "estimated_eval_tokens": 19308 }, "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 that share broad regression or import-error wording, but the concrete failure modes differ. None of the soft pairs look like true duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44380 is the most connected node in the soft-pair graph and is a concrete, reproducible code-path bug around attention backends, making it the best representative issue here.", + "summary": "This cluster is heterogeneous: the issues cover unrelated import errors, training bugs, processor/model save-load problems, tokenizer regressions, and logging/test noise. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue stands out; the items do not share one underlying defect or fix target, so this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44380 is the most actionable standalone report in the set and the closest thing to a hub, so it is the best issue to keep as the representative tracker for this cluster.", + "best_issue_reason": "No single issue is a good global representative for the set because the reports span different code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Different failure classes: Python 3.14 import/load issue vs a tensorflow_text backend validation error." + "reason": "Different bugs: distributed optimizer-state corruption vs xLSTM training limitations." }, { "left": "issue:43986", - "right": "issue:44117", + "right": "issue:45372", "accept": false, - "reason": "One is an AutoProcessor/torchvision crash; the other is a tokenizer mapping None-handling bug. Not the same code path." + "reason": "Both are loading/import crashes, but they involve different missing dependencies and different processors/models." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained. Different objects and failure modes." + "reason": "One is a v5 API removal warning; the other is quantized save/load corruption." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash and shard-size policy question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different failure modes: tensor layout bug vs model accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Saving dequantized models is unrelated to a Qwen3.5 infinite loop on a specific image." + "reason": "Noisy logging is unrelated to an empty-list chat template crash." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Pipeline task support error vs saving Pipeline objects; unrelated behavior." + "reason": "Flaky test seeding and logging noise are different problems." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Left is repo hygiene/dummy class leakage; right is a noisy log message. Not the same bug." + "reason": "Both are import errors, but they are missing different symbols from different parts of transformers." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile+SDPA failure; different models and defects." + "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a model-specific torch.compile SDPA failure." + "reason": "Embedding-tie API removal and quantization offloading behavior are distinct issues." }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:46821", "accept": false, - "reason": "Warning emitted during compile vs repeated tie_word_embeddings warning in a LoRA fine-tuning workflow; not the same issue." + "reason": "PyTorch warning on bfloat16 compile is unrelated to a TimesFM window_size AttributeError." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Missing embed_tokens weight on load is unrelated to max_shard_size default behavior during save_pretrained." + "reason": "Tokenizer mapping None handling is unrelated to the pipeline failure here." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Tokenizer decoder type regression and an isolated reproduction of another issue are not the same concrete bug." + "reason": "Local-files-only network leakage and a missing embedding weight on load are different bugs." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Flash Attention support error for NemotronH vs a Python-version compatibility report; unrelated." + "reason": "Trainer evaluate-after-train state bug is unrelated to a Trainer import failure caused by datasets." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Nemotron FlashAttention support and GPT2 attention scaling in SDPA/FlashAttention are different model-specific bugs." + "reason": "Kwarg forwarding to cached_file and docstring annotation crashes are different code paths." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Removed API warning/behavior change vs a noisy logging message; no shared underlying defect." + "reason": "GPT2 attention scaling with backends is unrelated to cache lazy-init recompilation." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "ESM2 model breakage and a DeepSeek tensor transpose issue are unrelated." + "reason": "Python 3.14 import failure and unsupported backend mapping are different compatibility issues." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Both touch attention code, but one is GPT2 attention scaling config being ignored and the other is AttentionInterface.register changing callback behavior; different code paths." + "reason": "Video-model loading crash and tokenizer mapping None are unrelated failures." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Whisper empty-transcription generation failure vs Trainer import affected by datasets; unrelated subsystems." + "reason": "Saving dequantized models and saving Pipeline objects are not the same underlying bug." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import conflict with datasets are unrelated." + "reason": "Model save/load failure and an image-triggered generation loop are unrelated." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "FP8 save_pretrained moe issue vs Qwen3.5 MoE from_pretrained error; similar model family, but different operation and failure." + "reason": "Misleading pipeline error messaging does not match the pipeline save_pretrained bug." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError have nothing in common." + "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Attention scaling ignored in backends is unrelated to degenerate zero loss in sequence classification with num_labels=1." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Backend dependency packaging issue vs Trainer import conflict with datasets; different causes." + "reason": "A compile precision warning and a tie_word_embeddings warning are not the same issue." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling config loss under SDPA/FlashAttention." + "reason": "Missing embedding weights on load is unrelated to max_shard_size behavior." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Two separate import errors for different symbols/packages; not the same missing-export bug." + "reason": "Nemotron Flash Attention support and Python-version import compatibility are unrelated." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Local-path trailing-slash warning and bfloat16 compile warning are unrelated warnings." + "reason": "No FA2 support for Nemotron is unrelated to GPT2 attention scaling configuration." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." + "reason": "Wrong tokenizer decoder type is not the same as the referenced reproduction issue." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Chat completions API rejection and Qwen2_5_VLProcessor batching crash are different request-handling paths." + "reason": "ESM2 breakage and DeepSeek tensor-transpose behavior are unrelated." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "CLIPOutput attentions assignment regression and GPT2 attention scaling being ignored are different attention-related defects." + "reason": "Embedding-tie API removal and logging noise do not share a fix path." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Missing import symbol from configuration_utils is unrelated to local_files_only still triggering API requests." + "reason": "GPT2 backend scaling bug and AttentionInterface.register behavior change are distinct attention issues." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and fp8 inference support are not the same bug." + "reason": "Whisper empty-transcription failure is unrelated to the Trainer import problem." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Missing attentions field and hidden_states=None despite output_hidden_states=True are distinct output-regression bugs." + "reason": "patchtsmixer post_init policy and Trainer import failure are unrelated." } ] }, @@ -16882,384 +16964,393 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 55, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ - "issue:29870", - "issue:33453", "issue:36010", - "issue:36296", "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", + "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43937", "issue:43976", - 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"summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share superficial similarity around regressions, loading/saving, import failures, or model-specific attribute mismatches. I do not see a true duplicate set here, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the cluster spans distinct bugs across different models, APIs, and runtime/version regressions.", + "summary": "This cluster is mostly a grab bag of unrelated regressions and import/config bugs. Only the two CLIP regression reports look like the same underlying forward-output bug; the rest should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43761 is the best representative because it states the broader CLIPVisionModel.forward regression explicitly; issue 43618 looks like a narrower symptom of the same missing-output problem.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick the broadest representative, issue:45278 is the closest umbrella for upgrade-related import breakages, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "43761 is the strongest issue to keep as canonical: it is the clearest, most general description of the shared CLIP regression in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both mention RoPE, but one is about Smollm3 layer dropping and the other is a GLM-5 implementation discussion; different model paths and failures." + "reason": "Different bugs: one is FP8 save_pretrained failure, the other is Qwen3.5 MoE from_pretrained loading." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "One is quantized model saving failure; the other is saving Pipeline objects. Different objects and failure modes." + "reason": "Unrelated subsystems: Gemma3 config missing vocab_size vs Apple Silicon allocator TypeError." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Qwen3VL/MoE model loading regression vs. a state_dict-sorting load bug; same broad area, but not the same underlying defect." + "reason": "Distinct model behaviors: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification bug." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both are Gemma4 issues, but one is token embedding resizing and the other is bidirectional attention mask construction." + "reason": "Not the same failure: backend packaging dependency issue vs Trainer import being affected by datasets installation." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Qwen3.5 config propagation bug vs. import failure for Trainer due to datasets; unrelated symptoms and code paths." + "reason": "Both are import errors, but they concern different missing symbols in different packages and are not the same bug." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Compiled-file import errors and docstring lint stdout noise are unrelated import-time problems." + "reason": "Different symptoms and code paths: local-path slash import warning vs bfloat16 compile warning." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Missing vocab_size on Gemma3Config vs. missing fpn_position_embeddings on SAM3 video output; different classes and fields." + "reason": "Different training/optimizer-state bug versus GPT2 attention scaling regression." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different missing imports from different packages: transformers.generation vs huggingface_hub." + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated failures." + "reason": "One is chat-completions request handling, the other is processor batching with padding=False; different layers and fixes." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "One is /v1/chat/completions request handling, the other is chat-template tokenization on tool-call messages." + "reason": "Import error for layer_type_validation is unrelated to local_files_only network requests." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Base-model-prefix loading regression vs inability to save Pipeline objects; different functionality." + "reason": "Different models and bugs: CLIP output fields vs GPT2 attention scaling." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both involve persistence, but Pipeline save_pretrained and sinq-quantized model roundtrip are separate behaviors." + "reason": "Related family names, but one is a v5 Qwen3-VL-Moe loading bug and the other is FP8 inference support." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated config issues." + "reason": "Both involve saving, but one is quantized-model save failure and the other is Pipeline save_pretrained support." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where optional forward outputs are no longer populated; attentions and hidden_states are two symptoms of one bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "State-dict ordering load bug vs Qwen3.5 checkpoint save regression; both about persistence, but not the same bug." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GLM-5 RoPE implementation discussion." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both are Python-version compatibility reports, but one targets 3.9+/3.10+ and the other Python 3.14 loading." + "reason": "Qwen3VL MoE loading breakage is not the same as a generic sorted-state_dict load error." }, { "left": "issue:44625", - "right": "issue:46077", + "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are different model-specific bugs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Trainer import resolution." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Gemma4 causal-mask bug vs LlamaConfig head_dim validation; different models and code paths." + "reason": "Different import targets and root causes: GenerationMixin vs is_offline_mode." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "CLIPOutput attentions assignment regression and Qwen3.5 checkpoint corruption are unrelated." + "reason": "Compiled Python file errors are not the same as auto_docstring import-time stderr output." }, { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "xLSTM training bugs for small models vs VideoPrism output field mismatch; different subsystems." + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig validation." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar shape, but different models and fields." + "reason": "Gemma4 embedding resize behavior and bidirectional-attention masking are different bugs." }, { "left": "issue:36683", - "right": "issue:44625", + "right": "issue:43475", "accept": false, - "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are distinct config bugs." + "reason": "Gemma3 vocab_size missing and SAM3 vision output missing fpn_position_embeddings are unrelated model-specific issues." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44483", + "right": "issue:46369", "accept": false, - "reason": "BART generate() decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated execution paths." + "reason": "Chat-completions request rejection is unrelated to sam3-litetext memory overflow." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-loading defects." + "reason": "Base_model_prefix loading regression is different from Pipeline save_pretrained support." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch vs a typo in cache strategies; no shared underlying bug." + "reason": "Both involve persistence, but Pipeline save_pretrained and sinq quantized model round-trip failures are different bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Cache/layer no_grad decoration issue vs broad import errors after upgrade; different code areas." + "reason": "Python-version compatibility failures are different across the reported versions and platforms." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "SGD args ignored in optimizer setup vs Trainer import breaking because of datasets; unrelated." + "reason": "A sorted state_dict load error is not the same as Qwen3.5 saving producing an incorrect checkpoint." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Scheduler kwargs propagation bug vs Qwen3.5 variable-length position_ids handling; distinct behaviors." + "reason": "Gemma3 config missing vocab_size is unrelated to patchtsmixer post_init validation." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "BART generate decoder mask bug vs tokenizer loading regression; both regressions, but not the same code path." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are different model bugs." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0; different compatibility issues." + "reason": "Both are Gemma4/LlamaConfig-related, but one is attention-mask logic and the other is head_dim validation." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Compiled Python file import errors vs DebertaV2Model parsing failure on Python 3.13; different root causes." + "reason": "CLIP output regression and Qwen3.5 checkpoint-save regression are unrelated." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "State_dict-sorted load error vs Gemma pipeline roundtrip failure on \u2581; both roundtrip/load issues, but not the same defect." + "reason": "xLSTM training bugs do not match VideoPrism hidden_states misassignment." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:43525", "accept": false, - "reason": "Gemma3 config attribute bug vs training optimizer-state corruption under FSDP2/PEFT; unrelated." + "reason": "Different config attributes on different models: Gemma3 vocab_size vs Llama4 pad_token_id." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Generic load error when state_dict is sorted vs Qwen3.5 VisionConfig field dropping under @strict; different serialization problems." + "reason": "Gemma3 vocab_size and Qwen3.5 num_labels propagation are distinct configuration bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clear mergeable cluster in the evidence is the CLIP regression pair (43618/43761), and the other soft-edge rejections are appropriately cautious given the titles/body-level evidence. No PR-mergeability issue applies here because this is an issue-only set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 56, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:42898", "issue:43010", - "issue:43065", - "issue:43232", + "issue:43064", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", - "issue:43824", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", - "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", - "issue:44387", - "issue:44485", + "issue:44492", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", + "issue:44908", + "issue:44938", "issue:44964", - "issue:45125", + "issue:45071", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -17267,16 +17358,29 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46132", + "issue:46202", "issue:46285", + "issue:46365", "issue:46617", "issue:46664", - "issue:46726" + "issue:46851" ], "soft_pairs": [ + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", "issue:42890|issue:45561", - "issue:41669|issue:44246", "issue:43010|issue:45850", + "issue:41669|issue:44246", "issue:36296|issue:43575", "issue:43010|issue:43976", "issue:43618|issue:44077", @@ -17291,242 +17395,216 @@ "issue:42898|issue:46664", "issue:43502|issue:44062", "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:44387|issue:44556", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43010|issue:43065", - "issue:43576|issue:46132", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749", - "issue:45125|issue:45375", - "issue:42548|issue:44351", - "issue:46664|issue:46726", - "issue:43010|issue:43232" + "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "c0416d2d6f3368c52932de230d430a7c4d82d9a43b23656a9baad63032dc1e23", + "prepared_review_unit_hash": "e7e7e04541e91ea760b2b806d404d70adfa69cd3743a3702b18998c6f0f65783", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36956, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35758, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related by broad Transformers loading/import/regression themes; the candidates describe different code paths, models, and failure modes. I rejected every soft pair because none looks like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43502 is the clearest concrete, user-facing bug in the set: a specific reproducible failure where local_files_only is ignored and network requests are still made.", + "summary": "This cluster is very heterogeneous: most items are distinct regressions or feature bugs in different model paths, and none of the soft pairs look like true duplicates. If one issue must serve as the umbrella, the broadest report is the v5 upgrade regression issue.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (general import/regression breakage after upgrading from 4.57.0 to 5.5.0), so it is the least-specific anchor for this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the best standalone representative here because it is precise, actionable, and clearly scoped compared with the other mostly model-specific, test-only, or unrelated regressions.", + "best_issue_reason": "issue:45278 is the best global representative because it is the most general regression report and could plausibly subsume adjacent upgrade-breakage complaints, though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Different test flakes: SAM HQ seeding instability vs xdist race on captured_info.txt." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Both touch import cost, but one is about removing import * and the other is a generic intermittent import slowdown; not the same concrete bug." - }, - { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Specific torch.no_grad cache-update bug vs a broad complaint that many models break in v5." + "reason": "Bart generate() UnboundLocalError vs tensor-parallel training bug; different code paths and failure modes." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Tensor-parallel training bug vs tp-related OOM on a specific Qwen2 model; similar area, different failure mode." + "reason": "UMT5Encoder missing embed token weight vs Qwen3.5 MoE from_pretrained error; different models and different loading issues." }, { "left": "issue:43010", - "right": "issue:43976", + "right": "issue:45278", "accept": false, - "reason": "Cache update/autograd bug vs Python version compatibility issue." + "reason": "no_grad decoration for cache update is unrelated to broad v5 import errors." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated model/code paths." + "reason": "optimizer/FSDP state mismatch is unrelated to a cache-strategy typo." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different model-specific from_pretrained failures affecting different architectures and symptoms." + "reason": "SGD args ignored is an optimizer bug, not an import failure caused by datasets." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "State-dict ordering load failure vs incorrect visual encoder keys on save_pretrained; not the same defect." + "reason": "scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; unrelated subsystems." }, { - "left": "issue:28282", + "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import error vs tokenizer loading regression; separate APIs and root causes." + "reason": "Bart decoder_attention_mask error is not the same as tokenizer loading regression." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Both involve CLIP, but one is missing attentions on output and the other is a structure mismatch between text model classes." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different issues." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "DSA ReLU discussion vs DeepSeekV3MoE implementation divergence; completely different subsystems." + "reason": "generic compiled-file import errors and a specific DebertaV2/Python 3.13 JIT parsing error do not match." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Seed-related test flakiness vs a model loading failure for Phi-4 multimodal." + "reason": "sorted state_dict load error is unrelated to Gemma pipeline roundtrip on \u2581." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Different CI/test problems: set_seed omissions vs stale device override behavior." + "reason": "Gemma3Config missing vocab_size and trainer/FSDP2 optimizer-state corruption are unrelated." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Test seeding flake vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "state_dict loading failure vs missing Qwen3.5 vision config field; different root causes." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Tokenization-space behavior change vs video processor num_frames semantics; unrelated features." + "reason": "missing set_seed in SAM HQ tests vs xdist race in captured_info.txt; both test-related but not the same bug." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Ignoring local_files_only and making network calls vs AddedToken special-argument TypeError." + "reason": "cache update no_grad bug is not the same as a broad 'too many models' regression complaint." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "KV-cache continuation crash in serve vs FileNotFoundError loading trust_remote_code from cache." + "reason": "import-* performance cleanup and intermittent import slowness are related only at a very high level, not the same concrete change." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Tokenizer loading regression in v5 vs checkpoint reload compatibility after version upgrade; related theme, but different bug." + "reason": "tensor-parallel training bug vs tp loading OOM for Qwen2-57B; different symptoms and likely causes." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan metadata; different functionality." + "reason": "cache no_grad issue and Python-version compatibility failure are unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Int4 quantization memory regression vs model reload compatibility after upgrade; separate issues." + "reason": "CLIP attentions assignment and PatchTSMixer post_init allowance are different model bugs." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs cache FileNotFoundError for trust_remote_code." + "reason": "different models and different from_pretrained failures; not the same load bug." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "local_files_only/network behavior vs GLM-5 RoPE implementation discussion; unrelated bugs." + "reason": "sorted state_dict loading and incorrect visual encoder keys on save_pretrained are distinct directions of failure." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Missing image-patch helper on a processor vs cache FileNotFoundError; different code paths." + "reason": "missing PyTorch import error is unrelated to tokenizer loading regression." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "torch.no_grad cache update bug vs dummy Conv2d in Sam3PixelDecoder." + "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate CLIP regressions." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Broken transformers env command vs AttentionInterface.register behavior change; not the same defect." + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Missing _tp_plan metadata vs Qwen3.5 MoE from_pretrained error; related model family but different problem." + "reason": "test seed flakiness is unrelated to Phi-4 multimodal model load failure." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "MLFlow reporting bug on failed training jobs vs tokenizer-loading regression." + "reason": "SAM HQ test seeding issue and GraniteSpeech stale device override CI failure are different flaky-test bugs." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Compiled Python file errors vs performance slowdown after upgrade; different symptoms and causes." + "reason": "missing set_seed in tests is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Different Qwen3.5 vision/MoE metadata issues: tensor-parallel plan vs dropped visual index field." + "reason": "tokenization cleanup behavior change is unrelated to SmolVLM num_frames semantics." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Top-level import errors for different symbols; same broad category but not the same missing export." + "reason": "offline-loading network leak and AddedToken keyword collision are separate tokenizer/model APIs." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Video num_frames semantics vs missing vision backend causing an unrecognized image processor; separate issues." + "reason": "KV-cache continuation tensor indexing bug is not the same as trust_remote_code cache file lookup failure." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Cache update autograd bug vs generation kwarg update after sync_gpus; different generation-path defects." + "reason": "tokenizer loading regression and checkpoint reload regression both involve loading, but the concrete failures and code paths differ." } ] }, @@ -17540,15 +17618,15 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 57, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:29870", "issue:30333", @@ -17561,47 +17639,61 @@ "issue:41628", "issue:42548", "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", "issue:43299", "issue:43475", "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", - "issue:45230", - "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:46664|issue:46726", + "issue:43010|issue:43232", "issue:43502|issue:44961", - "issue:43502|issue:44222", "issue:30990|issue:31795", + "issue:43502|issue:44222", "issue:43827|issue:44961", "issue:30333|issue:36296", "issue:43299|issue:44556", @@ -17617,248 +17709,283 @@ "issue:44485|issue:44961", "issue:44351|issue:46617", "issue:44908|issue:44961", - "issue:36296|issue:43901", "issue:43576|issue:44938", + "issue:36296|issue:43901", "issue:46143|issue:46144", "issue:43475|issue:46617", "issue:44222|issue:44230", "issue:44315|issue:46209", "issue:41628|issue:42548", - "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44038|issue:45125", - "issue:44273|issue:45003" + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "1b7273139c03ceeb2ea21dc0f5ca53c5e937b7352ef1c7e37db0fb3aadca6f2c", + "prepared_review_unit_hash": "ba2b78aab99589fe14b8b39e107ebea8390d004e7904ed7b61dfe6d6df6edb39", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36070, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "soft_pair_count": 40, + "serialized_chars": 38592, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is too heterogeneous to collapse into one duplicate set. The soft pairs mostly link unrelated bugs across loading, imports, docs, model-specific regressions, and CLI issues, so none are safe duplicate merges.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: most items are unrelated closed issues across loading/imports, docs, quantization, CLI, and model-specific bugs. I do not see a safe duplicate canonical, and all soft-edge pairs should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a reliable canonical here; the items span distinct bugs and feature requests rather than one underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue is suitable as a duplicate representative because the cluster does not converge on one shared failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained behavior vs Qwen3.5 MoE tensor-parallel plan missing." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization OOM; the other is checkpoint reload failure after version upgrade." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing model class vs FileNotFoundError when loading trust_remote_code cache." + }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation bug; unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch count method vs cache file loading error; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration on cache updates vs dummy Conv2d in Sam3PixelDecoder; different fixes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken v5 env CLI vs attention interface register behavior; different subsystems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan and the other is a generic from_pretrained regression; too broad to merge as one bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated symptoms." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python loading errors vs data filtering slowdown after upgrade; different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan issue vs missing deepstack_visual_indexes config field; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing error; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Unrelated: local_files_only network leakage vs an unrelated racoon issue." + "reason": "Cache update no_grad bug vs generation kwargs update after sync_gpus; not the same issue." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "Different bugs: offline-loading network requests vs FP8 save_pretrained for moe models." + "reason": "Network calls despite local_files_only vs unrelated placeholder issue." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang for Sentence Transformers vs documentation confusion about forward inputs." + "reason": "Sentence Transformers loading hang vs docs confusion about input_ids/past_key_values." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only leakage vs FP8 save_pretrained bug; unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs mentioning pipeline() after v5 removals is unrelated to racoon." + "reason": "Docs still referencing pipeline after v5 removals vs unrelated placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + "reason": "MLflow job reporting vs tensor parallel training bug; different domains." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are load/reload regressions, but they affect different model/version paths and don\u2019t look like one concrete bug." + "reason": "Qwen3VL MoE loading breakage vs general checkpoint reload regression after upgrading to v5." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to forward-signature documentation." + "reason": "Bart generate UnboundLocalError vs documentation confusion; not duplicates." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file import/runtime errors are different from PreTrainedConfig type-checking breakage." + "reason": "Compiled-file loading errors vs PretrainedConfig type-checking regression." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both involve loading regressions, but one is tokenizer loading and the other is a specific model-loading failure." + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different issues." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "ImportError for is_offline_mode is not the same as the v5 transformers env command bug." + "reason": "Missing huggingface_hub export vs broken transformers env command; unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command failure is unrelated to PreTrainedConfig typing." + "reason": "CLI breakage vs PretrainedConfig typing regression; different concrete bugs." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer/ReLU discussion." + "reason": "Liger kernel not applied in model_init vs DSA indexer missing ReLU; unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion is unrelated to the missing layer_type_validation import error." + "reason": "Docs confusion vs import failure for layer_type_validation; not the same bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command is unrelated to missing Qwen2.5-VL exports." + "reason": "Broken env command vs Qwen2.5-VL import error; different failures." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + "reason": "Unrelated placeholder issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to racoon." + "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export is not the same bug as trust_remote_code cache FileNotFoundError." + "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError; different causes." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to racoon." + "reason": "Scheduler kwargs ignored vs unrelated placeholder issue." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to TextClassificationPipeline docs." + "reason": "Broken env command vs Python 3.14 load failure; different problems." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Broken env command and Python 3.14 import/load failure are different issues." + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; not duplicates." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface implementation; not the same fix." + "reason": "Closely related RoFormer issues, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute is unrelated to trust_remote_code cache loading." + "reason": "Sam3VisionEncoderOutput missing attribute vs trust_remote_code cache loading error; unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bugs and FP8 inference support are related only broadly, not the same concrete code-path problem." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different change types." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "model_init/Liger Kernel issue is unrelated to FP8 inference on B200." + "reason": "Model_init kernel application bug vs FP8 inference on B200; unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure is distinct from PreTrainedModel import failure." + "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; different missing symbols." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM num_frames semantics." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to a cache-strategy typo." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as a broad v5 breaks-many-models complaint." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading problems are unrelated to the undefined tf backend error from tensorboard-only installs." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." - }, - { - "left": "issue:44360", - "right": "issue:46664", - "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to video num_frames semantics." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Generic Qwen3-VL/Qwen3.5 loading bugs are different from missing _tp_plan for tensor parallelism." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access." + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated." } ] }, @@ -17872,19 +17999,18 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 58, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", @@ -17895,8 +18021,8 @@ "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43976", + "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -17907,45 +18033,54 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45362", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", - "issue:46655" + "issue:46655", + "issue:46664" ], "soft_pairs": [ - "issue:44393|issue:45753", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:43525|issue:45850", - "issue:43572|issue:45850", "issue:44556|issue:45092", + "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:44230|issue:46095", "issue:41669|issue:46218", "issue:43408|issue:44315", - "issue:42890|issue:44908", "issue:44246|issue:44273", + "issue:42890|issue:44908", "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:43976|issue:44393", @@ -17963,99 +18098,132 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:44360|issue:45468", - "issue:43519|issue:46655", - "issue:44273|issue:44908", - "issue:44655|issue:44861", - "issue:43576|issue:46218", - "issue:45230|issue:45310", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689" + "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "f4b25469cdf837b7153eadfb46f9146d9d15de5f44806023fdd8cc26dadb12af", + "prepared_review_unit_hash": "1da912cb9e0acf9c5a5bf07bd8c007f47802fe379ae16bb71727a0574c12e349", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 42, - "serialized_chars": 39127, - "estimated_input_tokens": 9782, - "estimated_eval_tokens": 19820 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39102, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports, model-specific bugs, import/loading issues, and a few unrelated feature/doc items. None of the soft pairs look like the same underlying bug or change, so no soft edge should be merged.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set (multiple import errors after a v4.57\u2192v5.5 upgrade), so it is the best representative issue, though the cluster is not truly duplicate-tight.", + "summary": "This cluster is mostly a loose mix of Transformers v5 regression reports, import/lazy-loading issues, and unrelated model-specific bugs. The soft links are generally theme-level similarities rather than true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the dominant theme of \"v5 breaks things\" complaints, even though it is very generic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally useful umbrella among the issues because it captures a broad version-upgrade breakage theme with concrete failure symptoms.", + "best_issue_reason": "Issue 45850 is the closest single representative for the cluster because it captures the overarching Transformers v5 regression narrative better than the more narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache concepts, but one is a generation-cache bug in chunked prefill and the other is a typo in cache strategy wording; different issues." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs. a broad complaint about v5 breaking many models; not the same concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior vs. a TensorBoard/TF backend error; unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific missing-files save_pretrained bug and a generic placeholder bug report are not enough to establish the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Different subsystems and symptoms: DSA indexer/ReLU discussion vs. SmolVLM video padding semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is fp8 inference support and the other is missing tensor-parallel planning; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level, but not the same bug or patch." + }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a 2D box hallucination and the other is an infinite-loop image case; different bug mechanisms." + "reason": "Qwen3-VL bounding-box output errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Different subsystems: Qwen3-VL output bug vs PretrainedConfig type-checking regression." + "reason": "Same model family, but one is a 2D box hallucination/error and the other is an infinite loop on a specific image; different underlying problems." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "v5-related breakage in both, but one is the transformers env command and the other is checkpoint reload compatibility." + "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance cleanup is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Import-* cleanup/performance and missing generation cache are unrelated issues." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4 config attribute error is not the same as the broad generic 'too many models break' complaint." + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad v5 breakage complaint." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as a generic version-wide breakage report." + "reason": "Both involve loading older checkpoints under v5, but one is remote-code/meta-init incompatibility and the other is a broader reload regression; not clearly the same fix." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Both are upgrade-related, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." + "reason": "Missing pad_token_idx in StableLmConfig is a specific config attribute bug, not the same issue as general v5 breakage." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to the broad v5 breakage complaint." + "reason": "A cache-strategy typo and a broad version-breakage report are not the same defect." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Similar theme of v5 regressions, but these are different reports: import errors versus a generic broad breakage complaint." + "reason": "Both are broad regression reports after upgrading to v5, but they describe different problem classes; too vague to merge as duplicates." }, { "left": "issue:42371", @@ -18067,193 +18235,133 @@ "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "Feature/support request for fp8 inference is not the same as asking for a weight-conversion script." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and a DeepSeek weight-conversion question are different topics." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "One is import-time bloat from wildcard imports; the other is a specific module import failure for Qwen3_5." + "reason": "Import performance regression vs. a specific import failure for Qwen3_5ForCausalLM; not the same issue." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning is unrelated to Liger Kernel not being applied under model_init." + "reason": "Model-type warning on instantiation and Liger Kernel not being applied with model_init are different code paths." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Seed-related test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Both touch import/lazy-loading behavior, but one is intermittent import slowness and the other is a broken lazy-loading mechanism; insufficient evidence they are the same bug." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Import slows down sometimes versus lazy loading not working properly are different problems." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env command breakage is unrelated to scheduler argument propagation." + "reason": "The env CLI regression and scheduler kwargs being ignored are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron flash-attn support error is a different model and code path than Qwen3-VL bbox output issues." + "reason": "Flash Attention 2.0 support for Nemotron vs. Qwen3-VL bounding-box hallucination are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility regression is unrelated to Qwen3-VL hallucination/output bugs." + "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs are unrelated to PretrainedConfig type-checking regressions." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different bugs." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer reading error for position_ids is not the same as an uninformative bug report." + "reason": "A position_ids buffer access error and a generic bug report do not identify the same defect." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save is a specific serialization bug, not the same as a placeholder bug report." + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding and scheduler kwargs forwarding are both kwargs issues, but in different APIs and code paths." + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated despite both mentioning kwargs." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." + "reason": "Both are utility/performance-adjacent, but cache strategy typos and SequenceFeatureExtractor padding inefficiency are different problems." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Wildcard-import cleanup causing import bloat is different from failing to import HybridCache." + "reason": "Import-star/lazy-loading cleanup and missing HybridCache export are not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time cleanup is unrelated to a small testing_utils bug." + "reason": "Import-time performance and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility regression is not the same as a broad generic breakage complaint." + "reason": "Python 3.9/3.10 compatibility issues are not the same as the broad v5 breakage complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different models and symptoms: Qwen3-VL 2D box errors versus Qwen3.5 MoE from_pretrained failures." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python support regression is unrelated to the Qwen3_5 import error." + "reason": "Both mention Qwen3.5/Qwen3-family models, but one is a vision output bug and the other is a from_pretrained error; different fixes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + "reason": "Optional post_init policy and a tied-weights key AttributeError are different model-internals issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a tokenizer-loading regression." + "reason": "Documentation confusion around model.forward arguments and tokenizer-loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading behavior are different issues." + "reason": "Broken env CLI and broken lazy loading are different issues, even if both appear in v5 regressions." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Applying Liger Kernel under model_init and flash_attention_3 degenerate training are distinct training-path problems." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." + "reason": "Liger Kernel not being applied with model_init and flash_attention_3 training degeneration are distinct code paths." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate multimodal processor bugs." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy-loading failure and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained issues and tied-weight-key crashes are different serialization internals." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Env command breakage is not the same as a model import error." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated code paths." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import wildcard cleanup causing file explosion is unrelated to VRAM leakage across dataloader threads." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-method docs confusion is unrelated to the Llama 3.2 Vision model-loading regression." + "reason": "Both are processor bugs, but Qwen3VL timestamp math and SmolVLM video padding calculation are different underlying defects." } ] }, @@ -18267,53 +18375,53 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 59, - "review_unit_count": 59, + "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-493", + "cluster_id": "cluster-10000-498", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:34689", "issue:36296", - "issue:37934", "issue:38617", + "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", + "issue:43576", "issue:43606", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", "issue:44230", - "issue:44261", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18323,9 +18431,20 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46894" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", "issue:46018|issue:46172", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -18335,7 +18454,6 @@ "issue:43519|issue:44623", "issue:44263|issue:45468", "issue:43606|issue:45468", - "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44351|issue:46218", @@ -18351,325 +18469,444 @@ "issue:31515|issue:38617", "issue:43572|issue:44861", "issue:43525|issue:44861", - "issue:44230|issue:44623", "issue:28348|issue:43352", + "issue:44230|issue:44623", "issue:29870|issue:31515", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "6b1c1e6a7828499a763f5a0f2d06b1dcffff9d657953958369bd5c07ed3bacf4", + "prepared_review_unit_hash": "d8adf8984b93519f64275015aaa057ecf83300eb45007ee10628e137aa0e14b6", "component_budget": { - "node_count": 493, - "item_count": 493, - "soft_pair_count": 1818, - "serialized_chars": 942241, - "estimated_input_tokens": 235561, - "estimated_eval_tokens": 471378 + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 45, - "serialized_chars": 39759, - "estimated_input_tokens": 9940, - "estimated_eval_tokens": 20136 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated feature requests, regressions, import errors, and model-specific bugs. All soft edges should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue is safe here; the cluster is heterogeneous. If forced, 45850 is the broadest v5-regression umbrella, but it is too vague to anchor duplicates.", + "summary": "This cluster is mostly heterogeneous false-positive similarity matches. The only plausible duplicate pair is the tokenizer v5 regression pair (42913/43066); the rest describe unrelated bugs, model-specific failures, or generic/version-wide complaints that do not share a concrete code path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42913 is the broader umbrella for a tokenizer v5 regression, and issue:43066 appears to be a narrower symptom of the same wrong-decoder-type change.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the closest global representative because it broadly describes widespread v5 breakage, but it is still too general to be a strong duplicate target.", + "best_issue_reason": "issue:42913 is the best representative issue because it is the most general description of the shared tokenizer-v5 problem in the only credible duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different subsystems and failure modes: DSA indexer/ReLU vs Gemma audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained/pipeline serialization is unrelated to _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different surfaces and not the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The first issue is too vague to establish the same underlying failure as the Qwen3.5 from_pretrained error." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Removing import * usage is a codebase cleanup/perf issue, not the same as a VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs/past_key_values is not the same as a Llama 3.2 model loading regression." + }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek-V4 bugs: gating logic vs tensor/dtype transpose behavior." + "reason": "DeepSeek-V4 gating logic and a comb.to(...).transpose(...) bug are different concrete problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak in multi-threaded dataloading is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and different subsystems: RoPE implementation vs audio positional encoding." + "reason": "RoPE implementation and Gemma audio positional encoding are both math-related but not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to a Qwen3 CausalLM VRAM leak." + "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network calls and Qwen3VL timestamp math are separate bugs." + "reason": "Local-files-only network requests and timestamp calculation are unrelated behaviors." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 complaint is not the same as a specific Qwen3_5 import failure." + "reason": "A broad complaint that v5 breaks many models is not the same concrete bug as the Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and missing save_pretrained files are different processor bugs." + "reason": "Timestamp calculation and processor.save_pretrained missing files are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return values in a GLM indexer are unrelated to Gemma audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio encoding." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "Missing rms_norm_eps in MLA layernorm is not the same as Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are different code paths." + "reason": "Timestamp calculation bug and VRAM leak are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/models with no shared root cause shown." + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request for NemotronH is unrelated to a Qwen3_5 import failure." + "reason": "Flash Attention 2.0 support request and module import failure are different bugs." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug." + "accept": true, + "reason": "Both report tokenizer v5 regressions; 43066 looks like a specific wrong-decoder-type manifestation of the broader behavior difference in 42913." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 FA2 support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "GPT2 Flash Attention 2.0 support request and a generic bug report are not the same issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling has nothing to do with the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs handling is unrelated to the generic non-technical complaint." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + "reason": "Cache-strategy typo and generic complaint are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "CLIPOutput attentions regression is unrelated to the generic complaint." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "'Unemployment' is not a technical duplicate of a broad v5 regression complaint." + "reason": "Generic complaint and broad version-wide breakage are both vague but not the same concrete bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import failure and the unrelated 'Unemployment' issue are not the same bug." + "reason": "Python 3.14 load failure is unrelated to the generic complaint." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different failure sites." + "reason": "_tied_weight_keys AttributeError and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing." + "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 Qwen3-VL/Qwen3.5 support is unrelated to missing processor.save_pretrained files." + "reason": "Both mention Flash Attention 2.0, but they target different models and concrete fixes." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different requests." + "reason": "FP8 inference support and missing processor save files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug is unrelated to slow checkpoint loading." + "reason": "Bart generate decoder_attention_mask bug is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to from_pretrained performance." + "reason": "MLFlow reporting on failed training and slow from_pretrained loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown is unrelated to a tensor-parallel training bug." + "reason": "from_pretrained performance and tensor-parallel training bug are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and forward-pass documentation confusion are not the same issue." + "reason": "Checkpoint loading slowdown is unrelated to forward-input documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different problems." + "reason": "FP8 support request and Qwen3.5 from_pretrained error are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + "reason": "Audio continuous batching and FP8 inference support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are different implementation issues." - }, + "reason": "Mamba init_weights usage and RoFormer attention interface are different implementation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The tokenizer-v5 pair (42913/43066) is the only clearly related match among the listed soft pairs, and the other verdicts are phrased as non-dup/non-same-bug judgments without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "08d048e7170306b9bb85cfa7e71d6ae4f685e46b08b847fc68ac647cd8fe9ddd", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are not duplicates of one another; they span unrelated model bugs, config typing, tokenizer warnings, and architecture-specific behavior changes. The soft similarities are mostly generic wording overlap, not shared code-path defects.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43240 is the broadest and most generally framed report, with multiple inbound references; if a representative must be chosen, it is the least specific of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 best fits as the cluster representative because it describes a generic framework behavior bug rather than a model-specific typo or isolated implementation detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value and DeepSeek-V4 shared-expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + "reason": "A wrong type hint in ModernBERTConfig and a tokenizer regex warning after 4.57.3 are different subsystems and failure modes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to kwargs not reaching loss calculation." + "reason": "One is about a Mask2Former loss parameter not being used; the other is a generic kwargs plumbing bug in loss calculation. Similar theme, but not the same defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs and RoFormer attention interface are unrelated." + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage concern different execution paths and code areas." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These are different model-specific issues with no shared code path shown." + "reason": "Different models and different bugs; no shared concrete code-path problem." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value bug and a conversion-script typo are unrelated." + "reason": "Unused ignore_value in a model config is not the same as a typo in a quantization operation name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation is unrelated to a ModernBERT type-hint typo." + "reason": "Passing kwargs to loss calculation and an incorrect type hint are not the same underlying issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and conversion-script typo are not the same bug." + "reason": "Both are small correctness issues, but one is a type-hint error and the other is a string/attribute typo; no shared bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERT type hints." + "reason": "RMSNorm behavior in Llama4TextL2Norm is a semantic implementation question, not the same as a ModernBERTConfig type-hint mistake." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior is unrelated to ModernBERT config typing." + "reason": "Mask2Former loss-parameter usage and ModernBERTConfig typing are unrelated." } ] }, @@ -18683,13 +18920,13 @@ { "label": "issue", "component_index": 2, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -18702,7 +18939,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "8fec8260f16776351014e5cccc62e6f77637925e25eb5ad9771a4b1cf0c9ec2d", + "prepared_review_unit_hash": "1f861dd6fe28a5cfe085a41888627c706fd183807f1503f5af0278f8cc4bd5cb", "component_budget": { "node_count": 3, "item_count": 3, @@ -18724,30 +18961,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. No pair looks like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, so it is the best representative of the set if one must be chosen.", + "summary": "The three issues are unrelated feature requests: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word boundary offsets. No duplicate cluster is supported by the evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the clearest standalone feature request with a specific API change, making it the most suitable issue to anchor triage.", + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not a duplicate of the other issues; they concern different subsystems and problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requested changes: token truncation behavior versus Wav2Vec2 word-level timing offsets. No shared code path or concrete overlap." + "reason": "Truncation strategy in tokenization is unrelated to extracting word start/end offsets from Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One asks for truncation from the beginning, the other for ReduceLROnPlateau-like scheduler functionality. These are unrelated features." + "reason": "Token truncation options and ReduceLROnPlateau-like scheduler functionality are different feature requests with no shared code path." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler behavior and speech-model word boundary offsets are unrelated problems with no evidence of a common underlying fix." + "reason": "A learning-rate scheduler enhancement is unrelated to Wav2Vec2 word offset extraction." } ] }, @@ -18761,13 +18998,13 @@ { "label": "issue", "component_index": 3, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -18779,7 +19016,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "9b7a6c032bbedac159820b693291b78554925b20da433d66a617fd3ebb535936", + "prepared_review_unit_hash": "ca91ebcd96054eb0da0f797665b4bc331ae553f0eef99b4842afec106aecedb0", "component_budget": { "node_count": 3, "item_count": 3, @@ -18801,24 +19038,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not true duplicates. #16618 is the broadest model-loading report, but #15980 is specifically about private-model authentication/error messaging and #13244 is about Tapas tokenization, which is unrelated.", - "confidence": 0.84, - "canonical_issue_reason": "#16618 is the most general and central to the cluster theme (model loading), but it does not actually match the more specific auth/error-message report in #15980 or the unrelated tokenization report in #13244.", + "summary": "Issue 16618 is the best canonical representative for the cluster because it is the broad, user-facing model loading failure; the other two are either unrelated (tokenization) or a narrower auth/error-message case. Neither soft pair is strong enough to treat as the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "#16618 is the most general and directly about failing to load a model, which fits the apparent cluster theme better than #15980 (specific private-model login/error-message issue) and far better than #13244 (tokenization mismatch).", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it is the broadest user-facing model-loading problem in the set; the others are either narrower or unrelated.", + "best_issue_reason": "#16618 is the best global issue candidate because it names the core symptom at the model-loading boundary and is broad enough to cover the likely shared user-visible failure mode, whereas the others are too specific or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different bug domains: Tapas tokenization behavior vs. model loading failure. Shared Transformer context is too broad to treat as the same issue." + "reason": "Different problem domains: Tapas tokenization parity vs model loading failure. No indication they share the same code path or bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading, but #15980 is specifically about downloading a private model without login and a bad error message, which is a different underlying problem from a generic 'can't load bert-base-uncased' report." + "reason": "Both relate to loading/downloading models, but #15980 is specifically about the private-model unauthorized/error-message case, while #16618 is a generic inability to load bert-base-uncased. Too different to merge as the same bug." } ] }, @@ -18832,13 +19069,13 @@ { "label": "issue", "component_index": 4, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -18848,7 +19085,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a03909d0d4dcd876b4e9c019bf332c63d4054e55b585cfec6d131615aaa6da40", + "prepared_review_unit_hash": "66051b16ba1a2bd810a3d679a1a0ed75527538d7bb3373e2dc0ff390cff2aae2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18870,8 +19107,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community feature requests about expanding support to more architectures, but for different technologies: Flash Attention 2 vs GGUF. They share a broad theme, not the same underlying change or bug.", - "confidence": 0.96, + "summary": "These are two separate community-contribution feature requests in different areas: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share only a generic \u201cadd support\u201d framing, not the same underlying issue.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18881,7 +19118,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different implementation targets (Flash Attention 2 vs GGUF); same broad support theme is not enough to mark them duplicates." + "reason": "Different features targeting different runtime formats and code paths; not the same bug/change and not mergeable as one issue." } ] }, @@ -18895,13 +19132,13 @@ { "label": "issue", "component_index": 5, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -18940,184 +19177,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "e0cb80e98fb90320532098f3e7a6f2a1edf437bbbeaa19364705f3ceb010d3a1", + "prepared_review_unit_hash": "74ad215fd1a8b5c0c85fb47e3ea1ccccb430a8a8c736609dd1082a405e81382d", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13528, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of separate i18n translation requests. I only see two real duplicate subgroups: the identical placeholder-template issues (43834/44365/44370) and the identical Thai-titled pair (46222/46226). The language-specific requests (Turkish/Spanish/Romanian) are not duplicates of each other or of the other subgroup.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate placeholder-template subgroup: it is the earliest of the near-identical template issues and has the strongest duplicate links to 44365 and 44370.", + "summary": "This cluster is mostly a set of different docs-translation requests by language, so most pairs are not true duplicates. The only clear duplicate groups are the three identical generic placeholder issues and the two identical Thai-title issues.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the best representative of the true duplicate set: it is the earliest of the three exact-match generic template issues and cleanly captures that repeated request pattern.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best overall issue to anchor the cluster because it sits in the largest clearly duplicated subgroup; however, the broader cluster is heterogeneous and should not be treated as one duplicate set.", + "best_issue_reason": "Among the actual duplicates, 43834 is the most central and earliest exact match, so it is the strongest issue to keep as the canonical record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target-language translation requests; only the generic i18n template overlaps." + "reason": "Different language targets (Turkish vs. generic template); similar topic, but not the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs placeholder-template issue; same subsystem, but not the same request." + "reason": "Different language targets; this is not a duplicate issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder-template issue." + "reason": "Turkish request versus generic placeholder template; related theme, but distinct issues." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages and different concrete translation requests." + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues, not duplicates." + "reason": "Different languages (Turkish vs Spanish); not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request does not match the placeholder-template issue." + "reason": "Spanish request is distinct from the generic placeholder template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs generic placeholder-template issue; not the same bug/change." + "reason": "Different language target and not an exact duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different concrete items." + "reason": "Spanish vs Romanian translation request; separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is not the same as the placeholder-template issue." + "reason": "Spanish request versus generic placeholder template; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder-template issue." + "reason": "Romanian request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs placeholder-template issue; same broad topic, different request." + "reason": "Romanian request versus generic template; related but not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is not the same as the generic placeholder-template issue." + "reason": "Romanian translation request is not the same as the generic placeholder template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue." + "reason": "Different titles and likely different underlying requests; only broad topic overlaps." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-titled issue." + "reason": "Different titles and no evidence of the same concrete issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title pattern and near-identical body; these look like duplicates of the same template issue." + "reason": "Exact same generic placeholder title and near-identical metadata; these look like the same duplicate issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical template issue with only trivial body variation; same underlying request." + "reason": "Exact same generic placeholder title; strong duplicate signal." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different visible title/body content; similarity is only from the shared i18n template." + "reason": "Generic placeholder issue and Thai-text issue are not the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different visible title/body content; not the same concrete issue." + "reason": "Generic placeholder issue and Thai-text issue are unrelated duplicates at best, not the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and near-identical bodies; likely duplicate submissions of one issue." + "reason": "Exact title match and very similar metadata indicate the same underlying duplicate issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs Thai-titled issue; similarity is too generic." + "reason": "Placeholder translation issue versus Thai-text issue; not the same bug/change." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs Thai-titled issue; not the same underlying request." + "reason": "Different issue content; same broad category only." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs Thai-titled issue; only generic i18n similarity." + "reason": "No concrete overlap beyond both being translation-related issues." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs Thai-titled issue; not a concrete duplicate." + "reason": "Different titles and no evidence they are the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same title and effectively identical content; this is a direct duplicate pair." + "reason": "Identical Thai title/body pattern strongly suggests a direct duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The accepted duplicate subgroups are well supported by the strongest similarities and near-identical titles, and the cross-language pairs are reasonably rejected as distinct requests rather than forced into one cluster." + "feedback": "The summary stays grounded in the packet and does not overstate the evidence. The accepted duplicate groups are limited to exact-title matches (43834/44365/44370 and 46222/46226), while the language-specific requests are conservatively treated as distinct. The canonical choice for 43834 is also supported by being the earliest in its exact-match group." }, "evaluator_used": true, "retried": false, @@ -19128,13 +19365,13 @@ { "label": "issue", "component_index": 6, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -19185,7 +19422,6 @@ "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", @@ -19199,274 +19435,268 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "e184e46770d37ecc759806e29c8390e7f213a7b784e77695730b932363195654", + "prepared_review_unit_hash": "ecfd71d2e1a424eadc6f2b1e57f1ee59f39b17b0afbd688b9bd40304e88efad6", "component_budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "soft_pair_count": 39, + "serialized_chars": 23785, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 }, "budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "soft_pair_count": 39, + "serialized_chars": 23785, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-request issues that share generic wording like \"add/support model\" and occasionally a family name (e.g. Qwen3), but they do not describe the same underlying bug or the same concrete code-path change.", + "summary": "This cluster is mostly a collection of unrelated model-request issues that only look similar because they share generic wording like \u201cAdd\u201d and \u201csupport.\u201d I did not find any true duplicate pair; the soft edges should stay rejected.", "confidence": 0.93, - "canonical_issue_reason": "issue:43837 is the most central and broadly connected request in this set, but only as a representative of the cluster\u2019s generic model-support theme; it is not a true duplicate target for the others.", + "canonical_issue_reason": "Issue 43837 is the best cluster anchor: it is a concrete, well-scoped model-support request and one of the most central items by soft-similarity links, even though the surrounding issues are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 has the broadest overlap with the other soft-similarity links and the most plausible role as the cluster representative, even though the underlying requests are different.", + "best_issue_reason": "Issue 43837 is the most representative and central issue in this set; it has a specific request and sits in the densest part of the soft-similarity graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and different requested additions; similarity is only in the generic \"add model\" framing." + "reason": "EuroBert vs DEIMv2 are different models; only generic add-model wording overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated model integrations." + "reason": "EuroBert and Qwen3-TTS are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model are distinct model requests with no shared underlying change." + "reason": "EuroBert and RF-DETR are different model additions with no shared code-path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models; not the same implementation work." + "reason": "RF-DETR and DEIMv2 are distinct models; not the same underlying request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated modalities and code paths." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model-support requests." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Object detection model request vs sparse-transformer request; no common fix." + "reason": "RF-DETR and the sparse transformer request target different architectures." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are different model additions and not one mergeable PR target." + "reason": "RF-DETR and Qwen3-ASR are unrelated models and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model integrations." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families with different integration work." + "reason": "NeoBERT and Qwen3-ASR are different models; similarity is only in request phrasing." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request and weight-sparse transformer request are not the same code change." + "reason": "NeoBERT and the sparse transformer request are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different models/tasks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests." + "reason": "RF-DETR and NeoBERT are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions, not duplicate implementations." + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work and Qwen3-ASR support target different models and code paths." + "reason": "MiniCPM3 and Qwen3-ASR are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are distinct requests." + "reason": "MiniCPM3 and the sparse transformer request are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model integrations." + "reason": "MiniCPM3 and ModernVBERT are different model-support issues." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated changes." + "reason": "MiniCPM3 and Voxtral TTS are distinct models and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different integrations." + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a high level, not the same concrete change." + "reason": "ModernVBERT and the BERT-like RoPE request are not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are not the same underlying change." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." }, { - "left": "issue:42503", + "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model support and a person-name issue are unrelated." + "reason": "The RoPE model request and the Mirko Privitera issue are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS vs ASR for Qwen3 are different capabilities and would not plausibly merge into one PR." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and not one concrete bug/change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model supports, not duplicates." + "reason": "Qwen3-TTS and Voxtral TTS are different model requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model integrations." + "reason": "Qwen3-TTS and the sparse transformer request are unrelated architectures." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are related only by audio domain, not the same change." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests, not duplicates." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE target different model families and use cases." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer support are different implementation efforts." + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are not the same feature." + "reason": "Audio model support and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and a Granite SWA+sink option are different kinds of changes." + "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated; one is a model request, the other is a config option request." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer request and EUPE request are unrelated model additions." + "reason": "The sparse transformer request and EUPE are different model architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and different tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + "reason": "EUPE and TIPSv2 are separate vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model support and a personal-name issue are unrelated." + "reason": "ModernVBERT and Mirko Privitera are unrelated; no shared technical change." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a personal-name issue are unrelated." + "reason": "Voxtral TTS and Mirko Privitera are unrelated issues." } ] }, @@ -19480,13 +19710,13 @@ { "label": "issue", "component_index": 7, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19496,12 +19726,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "6af5a9f58e396d51f852afde52fc10bdebe18ee5d2f504733110623fe8060428", + "prepared_review_unit_hash": "b6d55e2c8b58c82e19123d704811c1b7990cf8ee84e00ff04e19e1d315745c0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19509,7 +19739,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19518,18 +19748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate cluster should be formed.", + "summary": "The two issues are unrelated: one is a documentation request to add a framework listing, while the other is a Vision RoPE refactor in the model code. No duplicate relationship is supported.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Neither issue is a clearer duplicate target; they concern different domains and different kinds of work (docs vs vision model refactor).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a representative issue, #46443 is the more concrete engineering task; #38740 is a docs-only request and not comparable as a canonical bug/change target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and domains (documentation/framework listing vs vision model refactor); no shared bug/change to unify." + "reason": "Different subjects and resolutions: a docs addition for an optimization framework versus a vision RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -19543,13 +19773,13 @@ { "label": "issue", "component_index": 8, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19559,12 +19789,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c7b29bdf2763bf9b823eee3cc4c5d6d56ed78401ed299aced689d04d4ef7fdcd", + "prepared_review_unit_hash": "a7d2168af87eaf73cc2c3d87d7d498f4bbc24e8ac7cbabd15bbbf71da6fa6463", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19572,7 +19802,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19581,18 +19811,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different things: one requests set block decoding, the other requests DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying task.", - "confidence": 0.98, + "summary": "These two issues do not look like duplicates. One is about set block decoding, while the other is a request for DeepSeek v3.2 support; they describe different product areas and different underlying changes.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue for a duplicate cluster; issue #43037 is the more specific request, but it is a feature/model-support ask rather than the same problem as #41084.", + "best_issue_reason": "If one issue must be preferred as a cluster representative, #43037 is the clearer, more concrete feature request; #41084 is a separate decoding concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different scope and intent: block decoding vs adding support for a specific model/version. No shared code path or concrete duplicate signal." + "reason": "Different underlying topics: block decoding vs model support. The titles and available metadata do not indicate the same bug or change." } ] }, @@ -19606,13 +19836,13 @@ { "label": "issue", "component_index": 9, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19622,40 +19852,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "36e376c195547cda4080df701ba7f6af985ce9ab4fe8d6798dc1f6e47f4f7f2d", + "prepared_review_unit_hash": "be3ac37faf9b713c81f51a3747ac7eba64071f3ae8d9e5fa9a65ffaf3bd21d3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both concern tiled/efficient model components), but they describe different features/problems in different paths: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP to reduce memory footprint. Not a duplicate cluster.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request with a specific API surface (`from_pretrained()` flag) and implementation target (TiledFusedLogitsLoss / FLCE).", + "summary": "These look like two separate feature requests in the same general optimization/memory-reduction area, but not the same underlying issue: one is about exposing a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, while the other requests adding TiledMLP for lower memory footprint.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative because it is a clearly defined change request rather than a broad architectural feature idea.", + "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: FLCE/from_pretrained configuration versus adding TiledMLP for memory savings. They share a general efficiency theme but not the same code path or mergeable change." + "reason": "Both mention tiled/memory-related themes, but they target different components and changes: FLCE/LigerFusedLinearCrossEntropy configuration in `from_pretrained()` versus integrating TiledMLP. They do not appear to be the same bug or mergeable change." } ] }, @@ -19669,13 +19899,13 @@ { "label": "issue", "component_index": 10, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -19685,12 +19915,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e5e483ba16f89272fe9a58eaedeba0944cd10ae9bba47b0bf41dcb37c33d0ad4", + "prepared_review_unit_hash": "64c9edaf913b27544372a97a357e3cc90c63f4d17b879c091b046660e861a4b1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19698,7 +19928,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19707,18 +19937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related through Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If a single representative is needed, #43598 is the broader Trainer behavior issue; #43600 is a narrower FLOPS-accounting concern.", + "summary": "The two closed issues are both about Trainer custom behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue selected: the issues target different Trainer code paths and different user-facing problems.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better cluster representative because it centers on a general Trainer customization limitation rather than a specific metric-estimation edge case.", + "best_issue_reason": "No single best issue for deduplication: neither issue is a clear duplicate of the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs: `remove_unused_column` customizability vs. FLOPS estimation for custom trainers. No clear shared code-path fix or duplicate problem statement." + "reason": "Different underlying bugs/features in Trainer; shared broad theme is not enough to treat them as the same issue." } ] }, @@ -19732,13 +19962,13 @@ { "label": "issue", "component_index": 11, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -19748,7 +19978,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a34d7638834f54790d5a88d3efe5bc65aa10cf5d5acd413e248c6da0c0a84832", + "prepared_review_unit_hash": "8f0fb89b5e4ad352c15d8cbbd34005cb8b1b041fd3f454c048c2c9a7f0d26afa", "component_budget": { "node_count": 2, "item_count": 2, @@ -19770,18 +20000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class pathways.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-class behaviors.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the issues describe different models and different auto-class support requests.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the broader and more generally framed issue, so if a single issue must represent the cluster it is the better anchor; #44405 is a separate feature request for a different task head and model family.", + "best_issue_reason": "Issue 43684 is the better representative issue because it is a broader, clearer model-registration request and is more general in scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different requests: Qwen3-Omni registration for causal/conditional generation vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support." } ] }, @@ -19795,13 +20025,13 @@ { "label": "issue", "component_index": 12, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -19818,7 +20048,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "0fce065278b0b13361ef2fd32fb3b042a7e1687f75742b0ee654daf3c5f3b0bb", + "prepared_review_unit_hash": "e3e1fab137b1a27ba7804de8a6332615be743d512106c68d3f34467d1b261ab4", "component_budget": { "node_count": 4, "item_count": 4, @@ -19840,68 +20070,71 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster looks like two separate title-only issue groups: one issue titled \"Fett\" and three issues titled \"huggingface \". There isn\u2019t enough substantive content to confidently merge any of them as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues, so it is the best representative if one must be chosen.", + "summary": "The three issues titled \"huggingface \" look like duplicates of one another; \"Fett\" does not have enough evidence to join that cluster.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43845 is the best canonical representative because it is the earliest of the near-identical \"huggingface \" reports and has the same apparent topic as the other two matching issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest cluster representative because it is earliest and matches the repeated title pattern; however, the available evidence is too thin to prove true duplication.", + "best_issue_reason": "43845 is the strongest issue to keep as the cluster anchor: earliest of the matching trio, same title/topic, and no competing evidence for 43835.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared body details or explicit linkage; similarity is too weak to imply the same underlying issue." + "reason": "Titles differ materially ('Fett' vs 'huggingface '), and there is no body or code evidence showing the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same bug/report." + "reason": "Only weak generic similarity; no shared details beyond low-confidence soft matching." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence of the same bug/report." + "reason": "Insufficient evidence that this is the same report as the 'huggingface ' issues." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same short title, but there is no body content, issue target, or other concrete evidence showing the same underlying issue." + "accept": true, + "reason": "Identical title/topic, very close timestamps, and strong soft similarity indicate the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same short title, but the issues lack substantive details; discussion activity alone is not enough to confirm duplication." + "accept": true, + "reason": "Same title and apparent topic as the other 'huggingface ' reports; likely duplicate." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same short title, but there is no concrete evidence they describe the same bug or change." + "accept": true, + "reason": "Same exact title and highly similar metadata; these look like duplicate reports of the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative where evidence is weak. The three \"huggingface \" issues have matching titles and strong soft similarity, with 43845 correctly chosen as the earliest canonical representative. Excluding 43835 is also reasonable given the title mismatch and lack of stronger evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 13, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -19922,12 +20155,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "8b14d6dbdf5b0fe328ab00658e46512192532742cda6b3c2e19d6b91693bca2f", + "prepared_review_unit_hash": "66f27e8fe51cd45df62bfafb918bb9d0a23907732cfe3154f2c8572b9ba05ad1", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -19935,7 +20168,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -19944,66 +20177,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate issue reports for the same underlying bug/change; they look like spam or generic placeholder issues with one unrelated documentation request and one unrelated named-topic issue.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is dominated by low-information spam/placeholder issues with no shared concrete bug or code change evidence. None of the soft pairs look like true duplicates from the available titles alone.", + "confidence": 0.34, + "canonical_issue_reason": "No issue has enough substantive detail to serve as a reliable canonical duplicate target; the cluster appears to be mostly spam/placeholder reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a non-spam title and at least some apparent subject matter, so it is the least bad candidate if a representative issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-like placeholders; no concrete shared bug or change is described." + "reason": "Both are titled '', but there is no evidence they report the same underlying problem beyond being spam placeholders." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam-like placeholders; no evidence of the same underlying issue." + "reason": "Both are titled '', but the available metadata does not show a shared bug, component, or change target." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a vague documentation request; these are not the same report." + "reason": "One is spam and the other is a vague documentation suggestion; too little evidence of the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam-like placeholder and a named-topic issue; no shared bug/change is evident." + "reason": "A spam placeholder and a generic quoted-name title do not indicate the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." + "reason": "A documentation suggestion and a spam placeholder are not enough to conclude duplication." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." + "reason": "No concrete shared subject matter is visible; the titles do not match the same bug/change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no concrete issue description to confirm they are the same underlying report." + "reason": "Identical spam titles are not sufficient evidence of the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." + "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." + "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." } ] }, @@ -20017,13 +20250,13 @@ { "label": "issue", "component_index": 14, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20033,12 +20266,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "429b5e07652ce5bd0a6a0a31fc540c0e3a2f696f0ddc2ff733ec546951a97d72", + "prepared_review_unit_hash": "c24da68c8cb1704062daf501c87dee46b9b600c12de645f603d5ea397366d6f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20046,7 +20279,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20055,35 +20288,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar closed issues with identical titles and comparable body sizes, so they appear to be duplicate reports of the same energy-optimization proposal. #45145 is the best canonical issue because it was opened earlier and already has an inbound reference.", - "confidence": 0.89, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established duplicate target.", + "summary": "The two closed issues are highly similar: they have identical titles and comparable body sizes, but the evidence is limited to soft similarity and does not deterministically establish duplication. #45145 is the better canonical issue only because it is slightly more connected in the graph.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the conservative canonical choice because it has the same title as #45151 and slightly more linkage (one inbound reference), but the evidence only supports strong similarity rather than a definite duplicate relationship.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it is the earlier of the two and has slightly more link history.", + "best_issue_reason": "#45145 is the best issue for the cluster because it is the most connected representative among two very similar issues, even though the available evidence stops short of proving they are the same request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles and similar body lengths, plus a soft-similarity signal, indicate these are likely duplicates of the same issue." + "accept": false, + "reason": "Reject as a duplicate conclusion: the pair only has soft_similarity evidence, and deterministic_accept is false. The identical titles and similar body lengths suggest closeness, but not enough to confirm the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical/representative choice is grounded, but the soft-edge verdict and summary overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not demonstrate that the bodies are \"strongly overlapping\" or that the issues are definitively \"near-identical.\" A more conservative conclusion would be that they are likely duplicates / highly similar issues." + "feedback": "The summary is a bit too strong for the evidence. The packet shows identical titles and similar body lengths, but the only pair evidence is soft_similarity with deterministic_accept=false, so calling them duplicates or the same underlying proposal is not fully grounded. The canonical-choice rationale is fine in a conservative sense, but the accepted soft-edge verdict should be rejected or at least phrased as a tentative similarity rather than a duplicate conclusion." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 15, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20137,76 +20370,13 @@ { "label": "issue", "component_index": 16, - "component_count": 24, - "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": "23ab82cbd62dd377767506170fed5ad66ce9b53c8d497c0595fc797f6197a617", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are related only at a very broad level (both are 4-bit inference bugs), but they describe different failure modes, different causes, and different affected code paths, so they should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45674 is the better canonical representative because it states a concrete, actionable BitsAndBytesConfig regression with a clear failure mechanism and likely fix scope.", - "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the stronger anchor for the cluster since it has the more specific root-cause description and is easier to map to a fix than the more product-specific Gemma4/audio-module TypeError report.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Both involve 4-bit inference, but one is a Gemma4 audio-module torch.finfo TypeError on uint8 weights while the other is a BitsAndBytesConfig llm_int8_skip_modules bug that clears the default lm_head exclusion and triggers an AssertionError. Different bugs and code paths, so 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": 17, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20216,7 +20386,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "e1fa15601638852fc1efe01935f0d45fb139a1bda90d968fc66c31fadbab6a0f", + "prepared_review_unit_hash": "c0fe7e8a42fd96e5342c288cc1145c239c0f7653107bfc89ff665e9275b14fa0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20238,8 +20408,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they are separate, name-and-date-only tickets with no shared bug description, code context, or explicit linkage. This looks more like unrelated spam or placeholder content than a duplicate cluster.", - "confidence": 0.98, + "summary": "The two closed issues are just name/date entries with no discussion, links, or technical content, and they do not describe the same bug or request. They should not be clustered together.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -20249,7 +20419,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different person names and birthdates; no overlapping problem statement, code path, or explicit linkage. They do not appear to describe the same underlying issue." + "reason": "The titles are different personal-name entries with different dates and no shared issue description or code context; this does not look like the same underlying bug or task." } ] }, @@ -20262,14 +20432,14 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 24, + "component_index": 17, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20279,7 +20449,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "821651a2caefa03c8428cd46df4c31f84b0615f4863a69dffb826f83f0890bc2", + "prepared_review_unit_hash": "742a4f3bcb43b575059b5c3b6a66820683ea6696e601638037a7d63b05e3d075", "component_budget": { "node_count": 2, "item_count": 2, @@ -20301,18 +20471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have only superficial title similarity (personal names plus dates) and no body, links, or shared targets/files to indicate the same underlying problem. They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "Both items are closed, body-less issues with personal-name/date titles and no substantive overlap beyond generic similarity. They do not appear to describe the same bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence of a shared bug/report and no richer thread to prefer.", + "best_issue_reason": "Neither issue contains an actual problem report, reproduction, or actionable context; they look like unrelated placeholder/spam-like entries rather than duplicate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different people and different dates, and there is no supporting body or cross-reference evidence tying them to the same issue." + "reason": "Titles are different names/dates, and there is no body, linkage, or shared technical context indicating the same underlying issue." } ] }, @@ -20325,14 +20495,14 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 24, + "component_index": 18, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20342,12 +20512,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "2b6cb7847064e2a84f409f61cb88ec3cba1702527d8e0ab31dc0f4deebc1e5ec", + "prepared_review_unit_hash": "2edc2143704e2fcb7d0a1d16b08a1da69dce27c8cdfa7e6d33dccab2ec7944dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20355,7 +20525,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20364,18 +20534,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. The soft similarity is not enough to treat them as duplicates.", + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the topics are distinct and would not be resolved by the same change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and different underlying requests; no shared code path or concrete duplicate target." + "reason": "Different requests with no shared code path, filenames, targets, or concrete overlapping change; one is model-class feature support and the other is training precision support." } ] }, @@ -20388,14 +20558,14 @@ }, { "label": "issue", - "component_index": 20, - "component_count": 24, + "component_index": 19, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20415,12 +20585,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b189030c5faec1da65cff96bb2d035927d06b9e3fb49735542df0e5d2d668bdb", + "prepared_review_unit_hash": "3e324c5e9f89958530b92822a874a10d9ca1ae04a32e450a9d942beb4a8c7cd5", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20428,7 +20598,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20437,83 +20607,83 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear exact-duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is distinct, and the cross-pair finance-themed issues are only broadly related, not the same underlying request.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45872 is the best canonical issue: it is part of an exact duplicate pair with 45873 and has the more detailed, concrete title/body than the other duplicated pair.", + "summary": "The packet supports two separate exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related topic and should remain separate. There is no single well-grounded canonical issue for all five items; the evidence points to two distinct duplicate groups rather than one cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45872 is the strongest overall representative because it is an exact duplicate target and reads like the most substantive, specific issue among the candidates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; same finance theme only." + "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; not the same underlying issue." + "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and matching body size/content indicate the same issue." + "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but one is an example and the other is a data+scraping service proposal; not the same concrete request." + "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related topic only; different described change/request, so not a duplicate." + "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad finance/DataForge theme, but the underlying issue descriptions differ." + "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad finance/DataForge theme, but not the same underlying issue or change." + "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching body size/content indicate the same issue." + "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet: 45870/45871 and 45872/45873 are the clear exact-duplicate pairs based on identical titles and matching body lengths, while 45869 is distinct. The cross-pair verdicts stay conservative and do not overclaim duplicates. The only mildly interpretive phrasing is about 45872 being the more detailed canonical representative, but that is reasonably supported by the longer body length and more specific title." + "accept": false, + "feedback": "The pairwise verdicts are conservative, but the overall clustering/canonical framing is not well grounded in the packet. The data shows two separate exact-duplicate pairs: 45870/45871 and 45872/45873. The summary and canonical-issue rationale overstate a single anchor for the whole set by treating 45872 as the representative of a broader cluster, when the packet supports at least two distinct duplicate groups. Also, phrases like \"broader/less detailed variant\" and \"most specific duplicate set representative\" are a bit speculative relative to the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 21, - "component_count": 24, + "component_index": 20, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20523,40 +20693,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "8fdfc273706c2461d1ca34ce8e2fba4833044ed90344a386cadcaf921399b191", + "prepared_review_unit_hash": "2fec3a37fe9b1268ac39ddc2d9d2d0ac08949b3f067a380e79bb088b733e83d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open issues both involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption leading to `RuntimeError`, the other a `KeyError` in Qwen3.5. They look related, but not clearly the same underlying bug from the titles alone.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the likely root cause (`early_initialization`) and the broader failure mechanism affecting linear-attention layers, while 46441 reads as a model-specific crash report.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to a `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. They look related at subsystem level, not clearly the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally and concretely, rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative for the issue cluster: it is more general, more diagnostic, and more likely to capture the underlying static-cache bug than the specific Qwen3.5 `KeyError` report.", + "best_issue_reason": "46439 is the strongest representative: it names the affected mechanism (`early_initialization`), the impacted component (linear-attention layers), and the concrete failure mode (wrong shapes / `RuntimeError`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear attention, but one is a shape-corruption `RuntimeError` and the other is a `KeyError: 'linear_attention'`. That is related, but not enough to confirm the same concrete bug." + "reason": "Related static-cache linear-attention problems, but the reported failures differ: shape corruption/runtime error vs missing `linear_attention` key. Not enough evidence they are the same underlying bug." } ] }, @@ -20569,14 +20739,14 @@ }, { "label": "issue", - "component_index": 22, - "component_count": 24, + "component_index": 21, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20586,7 +20756,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "999bbe480ac049776de7850daea3939e6138c21fd069f915322926cc6a810109", + "prepared_review_unit_hash": "5c41145cfac41ff936d85420780c80122f315dc5616230018d06c2d914a71c97", "component_budget": { "node_count": 2, "item_count": 2, @@ -20608,41 +20778,41 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: identical title, same reported Wav2Vec2CTCTokenizer v5 bug, and matching evidence with no material differences beyond state/activity.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46551 is already closed and appears to be the duplicate resolution target; #46552 is the open twin with the same report.", + "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token regression. Issue 46552 is the better tracker because it is open and already has inbound references, but there is no explicit duplicate link shown in the packet.", + "confidence": 0.93, + "canonical_issue_reason": "46552 is the better canonical issue because it is open, already has inbound references, and matches 46551 in title and body length, making it the more active place to track the same report.", "canonical_pr_reason": null, - "best_issue_reason": "#46551 is the better canonical issue because it is closed, making it the likely original or resolved duplicate anchor for this exact bug report.", + "best_issue_reason": "46552 is the best issue to keep as the central thread because it is open and referenced, while 46551 is closed and appears to be the same report rather than a separate problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug report; no meaningful differences in scope or content." + "reason": "These look like the same underlying bug report: identical title, identical body length, and near-simultaneous creation. The packet does not show an explicit duplicate link, so treat them as the same/similar report rather than a confirmed duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and only differ in state/activity. The duplicate/near-duplicate characterization is conservative, and the soft-edge accept is supported by the evidence." + "accept": false, + "feedback": "The packet supports that these two issues are highly similar and share the same title/body length, with 46552 being the better canonical tracker because it is open and has inbound references. However, the analyst overstates the evidence by calling 46551 a duplicate of 46552; the packet does not show an explicit duplicate link or other direct proof of that relationship. Please keep the conclusion conservative: same/similar report, not confirmed duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 23, - "component_count": 24, + "component_index": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20652,7 +20822,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "f4e6771b887e4f4ea9ef2aaed762005b14d58b05f7ca008976fc6661dbd1de38", + "prepared_review_unit_hash": "5e5daa3f1f112d6500d04e63a888ac20b62faa44d6dcd8919fafa54da34a0252", "component_budget": { "node_count": 2, "item_count": 2, @@ -20674,18 +20844,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. The soft similarity is likely due to shared training context, not the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46657 is the more canonical representative because it names a specific concrete failure mode (tensor size mismatch) rather than a general training symptom.", + "summary": "The two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the better cluster representative, but only as a naming anchor; issue 46692 describes a different problem and should not be merged with it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. They share the training domain but not the same underlying bug." + "reason": "Different symptoms and likely different root causes: shape mismatch in object detection training versus memory exhaustion after epochs in RT-DETR v2. The titles and available metadata do not indicate the same underlying bug." } ] }, @@ -20698,14 +20868,14 @@ }, { "label": "issue", - "component_index": 24, - "component_count": 24, + "component_index": 23, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20715,7 +20885,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "d93ea258522623e586562dea0b5e79ad697b77578fd1b0beb39c061a7ee62b6e", + "prepared_review_unit_hash": "b54e5666a5426022b5c116e62297dbd4ffbf5c681706300e53258c9ee599275d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20737,18 +20907,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs 4-bit device_map dispatch incorrectly sending a fitting model to CPU. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46822 is the better canonical representative because it has more discussion activity and an inbound reference, suggesting it is the more established report in the cluster.", + "summary": "These are two different loading/placement bugs: one in ZeRO-3 zero.Init partitioning for a composite submodule, and one in 4-bit device_map/max_memory dispatch behavior. They do not look like duplicates of the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and concrete bug report, with a clearly named code path (ZeRO-3 zero.Init) and symptom (OOM when loading a composite submodule).", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the clearest anchor for this cluster: the title precisely states the failing path (ZeRO-3 zero.Init) and the affected model component (composite minimax_m3_vl language submodule).", + "best_issue_reason": "Issue 46822 is the strongest representative of the cluster because it describes a single, well-scoped failure mode and is more actionable than the broader 4-bit dispatch complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different root causes and code paths: one is ZeRO-3 partitioning during initialization, the other is 4-bit auto device mapping with max_memory. They do not look like the same underlying bug." + "reason": "Different mechanisms and failure modes: ZeRO-3 partitioning/OOM for a composite model submodule versus 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. Same broad theme of model loading, but not the same underlying bug." } ] }, @@ -20762,7 +20932,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20778,7 +20948,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "aa9477a48b76c147681f910b7b08d9f30c11371894aa188897b4e1967549a4e5", + "prepared_review_unit_hash": "a5ac20ab0baf60b6f0ab3251f9533d42468e26e4f18f8749fdcb160b8e511a90", "component_budget": { "node_count": 2, "item_count": 2, @@ -20800,18 +20970,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice pull requests are present, but they are not the same change: one is the core VibeVoice implementation and the other is a draft for VibeVoice Realtime with extra tokenizer/generation work.", - "confidence": 0.83, + "summary": "Both PRs work on VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 is a draft VibeVoice Realtime follow-up that adds the acoustic tokenizer and broader realtime-related updates. The overlap is expected library scaffolding, not a single mergeable fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the non-draft core VibeVoice implementation and appears to be the main upstream integration point, while 42781 is a separate draft focused on realtime/tokenizer additions.", + "canonical_pr_reason": "#40546 is the broader, more mature base implementation for VibeVoice and has substantial review activity; #42781 looks like a separate follow-up for realtime support rather than the same PR.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster since it is the central implementation PR, has substantial review activity, and is not just a follow-on variant.", + "best_pr_reason": "#40546 is the best representative for this cluster because it is the core VibeVoice implementation PR and has the clearest standalone scope.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice files, but 42781 is a distinct draft for \"VibeVoice Realtime\" and also adds acoustic-tokenizer and generation-utils changes; this is not clearly the same concrete code-path fix and would not naturally collapse into one PR." + "reason": "Do not merge: #42781 adds realtime-specific support and acoustic tokenizer changes on top of the initial VibeVoice integration in #40546; they overlap in shared model files but are not the same concrete code-path change." } ] }, @@ -20825,7 +20995,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20841,7 +21011,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ce48d351b30317e3ac8178f49c584b5f75a5cae6edc629ab8d5eccb19ca3f469", + "prepared_review_unit_hash": "dd8414843b6a41ebb904db510ffad1b3db186b0bee331b05b5db9bcd54a4408d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20863,18 +21033,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and filenames, so the soft similarity is not a duplicate signal.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the better canonical representative because it is a focused, concrete model-capability addition with clear integration points and tests, whereas PR 40755 is a separate forecasting feature in a different model family.", + "canonical_pr_reason": "PR #41224 is the better canonical representative if one must be chosen: it is a narrower, self-contained model-classification support change with a clearer code path and implementation scope.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger standalone PR to represent this cluster\u2019s only coherent topic, due to its narrower scope and explicit image-classification support work; PR 40755 addresses an entirely different TimesFM forecasting enhancement.", + "best_pr_reason": "PR #41224 is the best representative PR because it is focused and well-bounded, making it easier to understand and review than the broader TimesFM covariates feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable change." + "reason": "Reject: these PRs address different features for different models (TimesFM covariates vs. DINOv3 image classification) and do not fix the same underlying bug or change." } ] }, @@ -20888,7 +21058,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20951,7 +21121,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21001,7 +21171,7 @@ "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "6d69426d093fd62fed5b9709548d76c5b3f0c5c07f6df0904a20e1d3515ebe9b", + "prepared_review_unit_hash": "06d54b1a2bd7da7d2d8fee352e997f3c445a53c14bb7f0078b923fa9416caf12", "component_budget": { "node_count": 14, "item_count": 14, @@ -21023,162 +21193,186 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated open PRs across different subsystems. The only clear duplicate-like pair is the two `fixed_cross_entropy` changes (43251 and 43254), which both address the same underlying issue of forwarding supported `nn.functional.cross_entropy` kwargs. All other soft-similarity pairs are too broad or touch different code paths to merge as duplicates.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of unrelated transformer PRs that were only loosely connected by soft similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both extend the same helper with the same new kwargs. Everything else targets different models, subsystems, or feature additions and should stay separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the only true duplicate subgroup: it explicitly targets issue 43240 and cleanly forwards `weight` and `label_smoothing` into `cross_entropy` while preserving the intended wrapper behavior.", + "canonical_pr_reason": "#43251 is the best canonical PR because it is the more explicit version of the only real duplicate pair: it has the same target issue, same file, and the same concrete change to `fixed_cross_entropy` support.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the cluster's only real duplicate pair because it has the explicit issue link, the clearer implementation of the kwargs-forwarding fix, and the higher likelihood of being the preferred landing change over 43254.", + "best_pr_reason": "#43251 is the strongest representative of the only genuine overlap in the cluster and is the clearest anchor for deduping the cross-entropy fix pair.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different products and problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code-path bug or mergeable duplicate change." + "reason": "Different code paths and goals: Mistral tokenizer method additions vs adding a new MobileLLM model. No shared concrete bug or mergeable combined fix." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition vs ExecuTorch dynamic-shape export test; unrelated functionality and no same underlying bug." + "reason": "Tokenizer API completion and ExecuTorch dynamic-shape export testing are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness for several models is not the same change as introducing MobileLLM model support." + "reason": "Both concern model/processor loading, but they fix different processors and model families; not the same underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + "reason": "Cross-entropy helper kwargs support is unrelated to adding a MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch loss/model code in different contexts, but one is a cross-entropy wrapper fix and the other is Mistral4 test/model work; not the same bug." + "reason": "Different issues: loss helper kwargs vs Mistral4 test fixes and model wiring." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "ExecuTorch export testing and native FSDP2 migration are different subsystems with no shared concrete issue." + "reason": "ExecuTorch export tests and native FSDP2 migration are separate areas with no shared code-path bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests for decoder-only LM do not match Mistral4 test/model changes." + "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test and MobileLLM model implementation are unrelated." + "reason": "Different features and subsystems: exportability tests vs a new model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is not the same as fixing `cls.config` resolution order." + "reason": "New model addition and config-resolution order fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-collection refactor; no common bug or change." + "reason": "MobileLLM model addition is not the same bug as Falcon output-collection refactoring." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated; the latter is tooling/docs, not the same code path." + "reason": "Model addition and model-creation skill/docs are different change types, not one underlying bug or feature." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "New model implementation and FSDP2 migration are distinct concerns." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not address the same code-path problem." }, { - "left": "pull_request:44827", - "right": "pull_request:46707", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model fixes and native FSDP2 migration are unrelated system changes." + "reason": "Falcon model refactoring is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are not the same underlying issue as CLIP-family `layrnorm` renaming/correction." + "reason": "Mistral4 test fixes and CLIP-like checkpoint renaming are unrelated subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes and an AI skill/doc scaffold are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work and chat response parsing update are different areas and fixes." + "reason": "Mistral4 test fixes and config resolution ordering are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes do not match adding a TDT loss kernel." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates are different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 model/test changes and FSDP2 migration are not the same concrete problem." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "A weight-renaming typo fix in CLIP-like models is not the same as FSDP2 migration." + "reason": "A CLIP-like weight-renaming fix is unrelated to native FSDP2 migration." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT loss kernel integration and native FSDP2 module migration are unrelated changes." + "reason": "TDT loss kernel integration and FSDP2 migration are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific Mistral4 fixes and a model-creation skill are not the same code-path problem." + "reason": "The shared file is only `modeling_auto.py`; the actual changes are about Mistral4 auto-mapping vs a model-creation skill, so they are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model implementation is unrelated to the model-creation skill tooling PR." + "reason": "New model code and an AI skill for creating models are not the same underlying bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and `cls.config` resolution ordering are separate framework/model concerns." + "reason": "No shared code-path problem; one is Mistral4 testing, the other is class config resolution order." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "Kernel loading for TDT loss does not overlap with FSDP2 migration." + "reason": "Kernel loading for TDT loss and FSDP2 infrastructure are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:46707", "accept": false, - "reason": "MobileLLM model addition and FSDP2 infrastructure are different changes." + "reason": "MobileLLM model addition and FSDP2 migration are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete wrapper bug in `fixed_cross_entropy`: forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) through the helper. They are plausible variants of one mergeable change." + "reason": "Same file, same helper, same underlying bug: both add support for passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`, and they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: only 43251/43254 share the same issue target and the same `fixed_cross_entropy` kwargs-forwarding fix, while the other pairs are correctly treated as unrelated soft similarities. The mergeability judgment for 43251/43254 is reasonable and not overstated." + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, #43251/#43254, shares the same file, same target issue (43240), and the same cross-entropy kwargs extension, so it is plausibly mergeable as one bugfix PR. The other soft pairs are reasonably rejected as different subsystems or feature areas, with no evidence of a shared concrete bug." }, "evaluator_used": true, "retried": false, @@ -21189,7 +21383,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21205,7 +21399,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2a60e4e0b3cb448cf5ee6deb92f34bd0fe555a01af9aac5af74530ebb8f83a35", + "prepared_review_unit_hash": "262766da0d6b0a6840cb01661b5eb2b40075fa9264a848fed29c317a20228f5e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21227,18 +21421,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-dependency bump PRs: one for Node 24 compatibility across many GitHub Actions, and one for upgrading docker/build-push-action and other actions to latest versions. They overlap in workflow files but target different actions and different underlying maintenance changes.", - "confidence": 0.94, + "summary": "Two workflow-maintenance PRs with overlapping files, but they are not duplicates: one is a Node 24 compatibility sweep across many GitHub Actions, while the other is a separate upgrade of workflow actions to newer versions (notably docker/build-push-action).", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative: it has the clearest single purpose (Node 24 compatibility) and a broader, more coherent set of workflow action updates.", + "canonical_pr_reason": "PR 42975 is the better representative because it has the broader, clearly stated maintenance goal (Node 24 compatibility) and touches a wider set of workflow action updates.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the stronger canonical PR candidate because its title and edits align around one concrete compatibility upgrade, whereas 42976 is a separate latest-version bump focused mainly on docker build actions.", + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster\u2019s theme; PR 42976 is a narrower, separate action-version bump and is less representative overall.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but they change different actions and solve different problems. Shared workflow filenames alone are not enough to treat them as the same underlying change." + "reason": "Do not merge: they overlap in GitHub Actions workflow files, but they target different changes. 42975 is about Node 24 compatibility and upgrades several actions; 42976 is a separate latest-version bump centered on docker/build-push-action. Same subsystem, different concrete change." } ] }, @@ -21252,7 +21446,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21279,82 +21473,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "b770e96c8d927bf7a6cc5bf061df52e239d9cedf6b87085e4640a1d366dedf70", + "prepared_review_unit_hash": "16d83de7e255f7f7273820419e9868e9bc2a149dcd949911ec6ecd131c4d77ad", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21187, - "estimated_input_tokens": 5297, - "estimated_eval_tokens": 10850 + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21187, - "estimated_input_tokens": 5297, - "estimated_eval_tokens": 10850 + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only potentially close pair is the Step 3.7 Flash library PR and the later WIP Step 3.7 Flash mini-model/script PR, but they still look like separate deliverables rather than one duplicate change.", + "summary": "These PRs are mostly separate model-addition efforts. Only the two Step 3.7 Flash PRs are closely related, but one is the library model implementation and the other is supporting scripts/debug assets, so they are not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the best representative: it is the main library-facing Step 3.7 Flash implementation with docs, auto-mapping, and tests. The other PRs are separate model additions, and 46658 is a separate WIP conversion/debug-script effort rather than the same code change.", + "canonical_pr_reason": "PR 46562 is the best representative because it contains the substantive Step 3.7 Flash model implementation, docs, and tests; it is the core change rather than ancillary tooling.", "best_issue_reason": null, - "best_pr_reason": "46562 is the most complete and canonical-looking PR in the set; the others are distinct model introductions or auxiliary artifacts, not duplicates of one another.", + "best_pr_reason": "PR 46562 is the strongest single PR in the cluster to represent the topic because it is the main code-path addition for Step 3.7 Flash, while PR 46658 is only supporting build/convert artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) with different codepaths and files." + "reason": "Different models (ViT NEPA vs Molmo); same broad model-release pattern, but not the same underlying code change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and implementations; only the broad 'add model' theme overlaps." + "reason": "Different models and different scopes; adding ViT NEPA is unrelated to adding Molmo2." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (ViT NEPA vs CTSM), not the same underlying bug or feature." + "reason": "Distinct model additions with unrelated implementation details." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but they are distinct model releases with separate implementations." + "reason": "Molmo and Molmo2 are separate model families/releases, not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model PRs with no shared concrete change beyond generic model registration." + "reason": "Molmo and CTSM touch different models and code paths." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models and different codepaths; not duplicates." + "reason": "Molmo2 and CTSM are unrelated model additions." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are unrelated model additions; shared auto-mapping edits are incidental." + "reason": "CTSM and Step 3.7 Flash are different models with different implementations." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both are Step 3.7 Flash-related, but 46562 adds the library model while 46658 is a separate WIP mini-model/conversion-script PR; they are not the same concrete change and would not cleanly merge into one PR." + "reason": "Both concern Step 3.7 Flash, but 46562 adds the library model/docs/tests while 46658 adds mini-model assets and conversion scripts; that is related work, not the same concrete PR-worthy code-path change." } ] }, @@ -21368,7 +21562,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21397,94 +21591,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "8938b09d3192d10f37e106142bf38d8ecc421a99b4a731f0441dc5b1b76be099", + "prepared_review_unit_hash": "6a078d03d5e9854e8afef2e7871797f9f5671b4893cb6a5ecfe02fd9233cc9fb", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16284, - "estimated_input_tokens": 4071, - "estimated_eval_tokens": 8398 + "serialized_chars": 16285, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16284, - "estimated_input_tokens": 4071, - "estimated_eval_tokens": 8398 + "serialized_chars": 16285, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: whisper decoding/test cleanup, unrelated test-only edits, FP8 dequant/model-loading changes, generation watermarking validation, CI memory shims for Phimoe, and an ASR pipeline type dispatch tweak. None of the soft edges look like the same underlying bug or change, so there are no duplicates to merge.", - "confidence": 0.9, + "summary": "These pull requests are not duplicates; they span unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequant/loading, generation config validation, Phimoe CI/test infra, and ASR pipeline dispatch).", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the best representative only by breadth and concreteness: it fixes a real runtime validation bug and includes targeted tests. The rest are narrower, draft, test-only, or unrelated subsystem changes.", + "canonical_pr_reason": "PR 46380 is the clearest self-contained production fix in the set: it addresses a concrete validation bug for `watermarking_config` dict handling and includes the corresponding code-path update and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 has the clearest end-user runtime impact and the most coherent bug-fix scope among the set, making it the strongest single representative for the cluster.", + "best_pr_reason": "PR 46380 is the strongest representative of the cluster because it fixes an explicit runtime bug in a core generation validation path, with a clear description and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/decode logic vs unrelated test-only edits in CLIP and ViT; not the same code path or bug." + "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; no shared underlying bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding fix vs FP8 dequant/model-loading changes; completely different subsystems." + "reason": "Whisper decoding/tests and FP8 dequant/loading are unrelated subsystems and fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper batch/timestamp decode change vs generation watermarking validation; no shared underlying defect." + "reason": "Whisper tokenization work and generation-config watermarking validation are different features with different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Bogus test assertions in model tests vs Phimoe CI/infrastructure memory handling; unrelated changes." + "reason": "Bogus test assertions in model tests are unrelated to Phimoe CI memory/test harness changes." }, { "left": "pull_request:43665", "right": "pull_request:46870", "accept": false, - "reason": "Test-only CLIP/ViT edits vs ASR pipeline model-type dispatch; no common bug." + "reason": "Test-only CLIP/ViT edits do not match the ASR pipeline dispatch fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only changes vs FP8 dequant/model-loading fix; different purpose and code path." + "reason": "A test-only PR is not the same underlying change as the FP8 dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Dummy test modifications vs generation config validation fix; unrelated." + "reason": "Test edits in unrelated model suites do not correspond to the generation validation bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/model-loading fix vs Phimoe CI test environment change; not the same issue." + "reason": "FP8 core-model-loading/dequant logic and Phimoe CI infrastructure fixes are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant padding/loading fix vs watermarking config validation; distinct runtime paths." + "reason": "These target different production paths: FP8 dequantization vs. generation config validation." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/watermarking validation fix vs CI memory limit patch for Phimoe integration tests; unrelated." + "reason": "Generation config watermarking validation and Phimoe integration-test environment fixes are unrelated changes." } ] }, @@ -21498,7 +21692,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21517,52 +21711,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "29e30c131d44de6c4ef5fc3d42728f5018be030f82b8dcd9377269277b1ef9a4", + "prepared_review_unit_hash": "4236f1e1efbe8159592eae4911a575df0a26dafb12a5a87b3a93d16673c9df58", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated '[don't merge]' test/infra changes: one checks repo-bot/version formatting, one changes comment/workflow diff behavior, and one changes a security-gate workflow trigger. No pair appears to fix the same concrete bug or change.", + "summary": "These three PRs are all standalone \u201c[don\u2019t merge]\u201d test changes, but they target different code paths: packaging/versioning, diff-display/workflow plumbing, and the PR security gate workflow. They are not duplicates of one another.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs target different workflow/test concerns and are not duplicates of one underlying change.", + "canonical_pr_reason": "No single canonical PR: the changes are about different subsystems and different intended checks, so they should not be collapsed into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "#46747 is the most concrete standalone workflow fix, but it is still unrelated to the other two PRs and should not be treated as a duplicate representative.", + "best_pr_reason": "None is a good global representative for duplication purposes; PR 46747 is the most self-contained, but it is still unrelated to the other two.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 edits setup/versioning and a ViT test for bot-format checking, while 46747 only changes the PR security-gate workflow trigger. No shared underlying bug." + "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate. Same broad 'don't merge' theme, but not the same underlying bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared ViT test file is incidental; 43488 is a version/dependency/bot-format test PR, while 43532 rewrites comment-driven workflow plumbing and related utility files." + "reason": "43488 is a packaging/test-dependency tweak; 43532 rewires multiple CI/commenting workflows and test utilities. They do not fix the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they address different workflow code paths: comment CI/show-diff behavior vs. security-gate trigger/permissions. Not mergeable as one fix." + "reason": "Both touch workflows, but 43532 is about PR comment/diff-display infrastructure while 46747 is specifically about the PR security-gate trigger. Not a single mergeable fix." } ] }, @@ -21576,7 +21770,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21592,7 +21786,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "532cfeef11aa5f24e91c6ec92db9a57b6303ca0cb8ee0198fb504522b5e38082", + "prepared_review_unit_hash": "460cf4b9f8727018ac5df4458690a45de853378c721ea2c698db015a4ab9ad00", "component_budget": { "node_count": 2, "item_count": 2, @@ -21614,18 +21808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They overlap in scaffolding but target different pipelines and model/test files, so they are not duplicates.", - "confidence": 0.96, + "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffold/docs files, but the actual APIs, filenames, and model/test coverage point to distinct features rather than duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate: the PRs implement different pipeline features with different code paths and dedicated files/tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more extensive pipeline addition and is the better representative if one PR must be selected.", + "best_pr_reason": "PR #43613 is the more substantial and representative change: it adds the visual segmentation pipeline with broader model/test coverage and a larger implementation surface than #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They share documentation and registry scaffolding, but the pipeline implementations, filenames, and test suites are distinct, so they should not be merged as duplicates." + "reason": "Reject: these are different pipeline additions with different names, task docs, and model/test targets. Shared scaffolding in docs and registration files is not enough to treat them as the same underlying change." } ] }, @@ -21639,7 +21833,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21655,7 +21849,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "13c037d549872ded01deab1ecded774b5e2f0863461ecbc8693d8909f013bab2", + "prepared_review_unit_hash": "4e8985bb7bdd30441325b3e2fed81dcf485da333f4dc7b5c9fc00aa387e41ed2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21677,18 +21871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but implement unrelated Trainer customizations: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They do not look like the same underlying bug or change.", - "confidence": 0.98, + "summary": "Both pull requests modify `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate Trainer changes with different code paths and different intended behavior.", + "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling in `training_step`, while 43663 changes how signature columns are computed and overridden; they are separate code-path changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the cleaner representative only in the sense that it is a focused standalone Trainer behavior change; it is not a duplicate of 43663.", + "best_pr_reason": "Neither PR is a better duplicate target for the other. They are orthogonal trainer enhancements and should be triaged independently.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different functionality: 43651 adjusts loss scaling during gradient accumulation, while 43663 extracts signature-column logic for input filtering. Same file/subsystem is not enough to merge them as duplicates." + "reason": "Different behavior areas in `trainer.py`: gradient-accumulation loss normalization vs. input-column signature filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -21702,7 +21896,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21718,12 +21912,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "20902f4d1cca499af952b3b44f789875a5a119849141e0c98b482d1cba92a191", + "prepared_review_unit_hash": "330af600fe1de1e6a86a28e18c310c2bfe71a0ba8062ca11535857296a846f6e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21731,7 +21925,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21740,18 +21934,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related CLI typing fixes in the same file, but they appear to address different import/annotation paths rather than the exact same patch. The more targeted PR is the pydantic/TypeAdapter guard in 43842.", - "confidence": 0.81, + "summary": "Two pull requests in the same file both address annotation-related NameErrors in the CLI, but they target different missing-name scenarios and use different fixes. The more specific PR is the pydantic/TypeAdapter fix.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the most specific and directly issue-aligned fix: it targets the TypeAdapter NameError when pydantic is absent, with a minimal serve.py change.", + "canonical_pr_reason": "PR 43842 is the most precise match: it directly fixes the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "43842 is the strongest standalone candidate because it is narrowly scoped, explicit about the failure mode, and less of a broad typing cleanup than 43656.", + "best_pr_reason": "PR 43842 is the best overall candidate because its title, issue link, and diff all align tightly on the concrete TypeAdapter/pydantic runtime NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch serve.py and the TypeAdapter area, but 43656 is a broader future-annotations/type-hint cleanup while 43842 is a specific pydantic-missing guard. They do not look like the same concrete change or patchable fix." + "reason": "Both touch serve.py and are about NameError-like annotation handling, but 43656 is a broader postponed-annotations cleanup while 43842 specifically fixes TypeAdapter when pydantic is not installed. They do not look like the same concrete bug." } ] }, @@ -21765,7 +21959,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21831,7 +22025,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21849,6 +22043,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -21923,14 +22118,13 @@ "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", - "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:44071|pull_request:44129", "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -21941,300 +22135,355 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154" + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "9bcb805f4e91d8d0fd8655586b984af3d4a2b49779e37a185c269b5cfda45816", + "prepared_review_unit_hash": "fff6822762d7d571711352984ab213164d3d1ddc496322dd179e685a9c3414e1", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84905, - "estimated_input_tokens": 21227, - "estimated_eval_tokens": 42710 + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75100, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad sweep of model-specific refactors to standardized output tracing. Most PRs are not true duplicates because they target different model code paths. The only clear duplicate pockets are GPT-Neo and GPT-J/CodeGen, where later PRs look like reworked or broadened versions of the same underlying change.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the tight GPT-J/CodeGen duplicate pocket: it is the broadest and latest variant, overlaps the same concrete output-tracing changes, and subsumes the GPT-J-specific edits seen in the nearby PRs.", - "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR to anchor deduping here because it covers the same GPT-J/CodeGen refactor more comprehensively than the nearby variants and has the clearest overlap with the accepted duplicate candidates.", + "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing to a standardized capture/decorator interface. Most pairs are not duplicates despite sharing the same umbrella issue #43979; only same-model/same-file iterations should merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker for the standardized output-tracing migration work referenced by many of these PRs.", + "canonical_pr_reason": "PR #44722 is the most representative and complete of the GPT-J/CodeGen output-tracing refactors in this cluster, and it explicitly aligns with the shared tracking issue.", + "best_issue_reason": "Issue #43979 best represents the cluster\u2019s common goal: migrating models to standardized output tracing/capture behavior.", + "best_pr_reason": "PR #44722 is the best single PR representative because it covers the same GPT-J output-tracing change as related PRs and appears to be the broader/latest iteration.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different concrete code paths; same tracking issue and similar refactor pattern are not enough." + "reason": "Different models/code paths (CVT/FNet vs GPT-J). Shared issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; these are related refactor-style changes, not the same underlying bug/change." + "reason": "Different models and architectures; both are output-tracing refactors but not the same concrete bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 looks like a narrower variant of the same change." + "reason": "Both touch GPT-J output tracing in the same model file and address the same refactor; one looks like a narrower iteration of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations and are not the same concrete change." + "reason": "Different model families and different code paths; not the same underlying change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); broad standardization theme alone is not a duplicate signal." + "reason": "Both are standardized-output refactors, but they target different models and code paths, so they are not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and separate implementations; not the same underlying fix." + "reason": "GPT-J/CodeGen vs EfficientNet: unrelated model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa-v2 are unrelated concrete code paths despite similar output-tracing refactor wording." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same issue target does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; only the refactor pattern is shared." + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing change in the same file/model family; this looks like a reworked duplicate." + "reason": "Same GPT-Neo output-tracing refactor in the same model file/tests; these look like duplicate iterations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different implementations; same architectural cleanup theme is not enough." + "reason": "Different model families (GPT-J/CodeGen vs MPT); not the same underlying bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are separate model code paths, so these are not duplicates." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so this is not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families; these PRs are related only by the standardized tracing initiative." + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor theme, but different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing are distinct changes in different model code paths." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model-specific changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; not the same bug or change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J target different code paths and do not look mergeable as one PR." + "reason": "ResNet vs GPT-J: different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are different model implementations; similar refactor style only." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated concrete changes." + "reason": "ResNet and MPT output-tracing refactors are different model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families; not the same underlying fix." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are separate model-specific changes." + "reason": "GPT-Neo versus Flaubert/XLM output-tracing refactor; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations; not a duplicate." + "reason": "MPT and GPT-J/CodeGen are different code paths, despite similar refactor style." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; same refactor theme is not enough." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different concrete output handling logic." + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR: different concrete implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are separate model implementations; not the same underlying change." + "reason": "GPT-2 output tracing and MGP-STR output tracing are not the same underlying bug/change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different code paths; only the refactor pattern overlaps." + "reason": "ViLT and Flaubert/XLM are different models and code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are unrelated model-specific refactors." + "reason": "GPT-2 and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model families and not duplicate changes." + "reason": "Segformer and LongT5 are different architectures; same refactor theme is not enough." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer output tracing and GPT-J/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are distinct model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families and changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert are distinct implementations." + "reason": "VisualBert and Flaubert/XLM are different models." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated concrete code paths." + "reason": "VisualBert and LongT5 are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different model families; same output-tracing initiative does not make them duplicates." + "reason": "GPT-2 and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are separate model-specific changes." + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 vs GPT-Neo are different model implementations." + "reason": "GPT-2 and GPT-Neo are different models." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + "reason": "Flaubert/XLM and LongT5 are different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model families; not the same change." + "reason": "RegNet and Segformer are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet are distinct implementations." + "reason": "RegNet and MPNet are unrelated model-specific changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model-specific refactors." + "reason": "MPT and ImageGPT are different implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different concrete code paths." + "reason": "TextNet/ViLT-style tracing and Flaubert/XLM are not the same concrete change." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "RegNet and GPT-Neo are unrelated model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths; same initiative only." + "reason": "MPNet and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are not the same underlying bug or change." + "reason": "RegNet and LongT5 are unrelated changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5 are separate model-specific refactors." + "reason": "TextNet and LongT5 are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are unrelated concrete changes." + "reason": "GPT-Neo and LongT5 are unrelated implementations." }, { "left": "pull_request:44010", @@ -22246,115 +22495,49 @@ "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated model changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific changes." + "reason": "SqueezeBert and VisualBert are different models." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are distinct implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated concrete code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are different model implementations." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet vs LongT5 are unrelated model-specific refactors." + "reason": "RegNet and TextNet are separate model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and SegFormer are different code paths; only the refactor theme is shared." + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are distinct model implementations." + "reason": "SqueezeBert and DeBERTa v2 are different models; not the same bug/change." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a later, broader variant that overlaps the same concrete change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change on the same code path; 44722 subsumes the gptj-specific edits." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths, so not duplicates." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model code paths." + "reason": "DeBERTa v2 and TextNet are unrelated model-specific refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa-v2 and ViTS are different model implementations; same tracing initiative only." + "reason": "FocalNet and ImageGPT are different model families and different concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-family refactors. The accepted duplicate pockets are limited to the clearly mergeable GPT-Neo and GPT-J/CodeGen variants, and the canonical-pr choice of 44722 is supported as the broader later GPT-J/CodeGen variant. I don\u2019t see an overstatement of evidence in the soft-edge verdicts." + "feedback": "Grounded and conservative overall. The cluster summary matches the packet, the chosen issue/PR are supported by the shared GPT-J/CodeGen refactor trail, and the accepted soft-edge pairs are same-model, same-file iterations that look mergeable into one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -22365,7 +22548,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22377,85 +22560,76 @@ "nodes": [ "pull_request:43997", "pull_request:44010", - "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", - "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ - "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "13c79a0b58ad774af27240a6c4daecd6eadb43cfe8ef6d956f07b25e8941febf", + "prepared_review_unit_hash": "42fa96e5523c32b94020ebee50bcc48bc53d8e095939af9c9df6c1f1a4f7ddbe", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84905, - "estimated_input_tokens": 21227, - "estimated_eval_tokens": 42710 + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs that modernize output tracing/collection, but they target different architectures and code paths. They are thematically similar, not duplicates.", - "confidence": 0.94, + "summary": "These are separate model-specific refactors to standardized output tracing/capture patterns, not duplicates of one another. They share a theme, but each PR targets a different model implementation and code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change is scoped to a different model, so they are not the same underlying fix.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a focused output-tracing refactor, and concrete model code changes rather than just a generic migration title.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the clearest representative of the cluster\u2019s standardized output-tracing pattern, with explicit output-hook mapping and a focused scope.", + "best_pr_reason": "PR 44129 is the best single exemplar of this cluster because it is the most grounded in a specific issue and clearly implements the standardized output capture change in one model.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Same broad refactor theme, but FocalNet vs ImageGPT are different model paths with separate implementations." - }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both standardize outputs, but VisualBert and TextNet are unrelated model code paths and not one mergeable fix." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different code paths; not plausibly one merged PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both touch output tracing, but MPNet and VisualBert are distinct model-specific refactors." + "reason": "Both are output-tracing migrations, but for different model families and implementations; no same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output plumbing; too broad to be the same underlying change." + "reason": "Different model codebases with separate refactors; similar pattern only, not the same concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated implementations; these are parallel cleanup refactors, not duplicates." + "reason": "RegNet and SqueezeBert are unrelated model implementations; these are separate refactors, not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output tracing and SpeechT5 output-capture changes affect different concrete code paths and cannot plausibly be one PR." + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model paths with independent changes." } ] }, @@ -22469,7 +22643,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22535,268 +22709,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "998c82ff21f87262837b8786e9e47fe6ec8ad74cd28a00acc45f219e1d12e973", + "prepared_review_unit_hash": "ab3d0a87fc389948b7ea96a34efe07cc62e873db48e4cf928934f0b1346ef6dd", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-specific output-tracing refactors, not duplicate bug fixes. The cluster is thematically similar, but each PR changes a different model implementation and would not realistically be merged as one PR.", - "confidence": 0.92, + "summary": "These are separate refactor PRs across different model implementations. They all share the same output-tracing theme, but they are not the same concrete code change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest and most representative change in the cluster: it spans both `falcon_mamba` and `mamba`, adds the new output-capturing plumbing, and looks like the most complete instance of this refactor pattern.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete implementation change, spans two related model files, and adds the output-capture plumbing rather than only a small decorator/import tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest standalone representative of the cluster\u2019s refactor theme because it covers multiple related model files and the core output-tracing machinery, while the others are narrower per-model variants.", + "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial and structurally complete output-tracing refactor in the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output plumbing; same theme, not the same underlying change." + "reason": "Different model families and files; same refactor pattern, but not the same underlying code path or change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; both mention output tracing, but they are not duplicate fixes." + "reason": "Both adjust output tracing, but for unrelated model implementations; too broad to treat as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` vs `univnet` are separate model implementations with distinct output handling; not the same change." + "reason": "Different models and execution paths; this is a shared refactor style, not one mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are different architectures and code paths; too broad to treat as duplicates." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` and `codegen` have different forward signatures and output semantics; same refactor style, not same bug." + "reason": "Timm backbone vs mamba/falcon-mamba are separate code paths; not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated model paths; no concrete shared bug/change." + "reason": "Unrelated model code paths; similar decorator/import refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are distinct model families; output tracing is the shared theme, not the underlying change." + "reason": "MobileNetV1 and UnivNet are unrelated models; only the refactor pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` change different forward implementations; not a duplicate PR." + "reason": "Different model classes and outputs; not a single underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything/prompt_depth_anything` are separate model-specific refactors, not one concrete fix." + "reason": "Separate model families; similar tracing cleanup but not the same code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` have different code paths and output contracts; not the same bug." + "reason": "MobileNetV1 is unrelated to the encoder-decoder wrapper refactor." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model wrappers with different tracing changes; reject as non-duplicate." + "reason": "Unrelated model implementations; same theme, different changes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model families; same refactor label, different changes." + "reason": "Vision-text dual encoder and UnivNet are different code paths; no shared underlying defect." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` touch different model implementations and output types; not a single code-path fix." + "reason": "Different models and files; not mergeable as one concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are different architectures; no shared concrete bug." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` have unrelated forward logic; similar refactor pattern only." + "reason": "Separate model families; the overlap is only the tracing refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific output-tracing changes, not duplicates." + "reason": "Different architectures and code paths; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are different model families with distinct output handling; not the same underlying fix." + "reason": "UnivNet and UperNet are unrelated implementations; too broad for duplicate treatment." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model code paths; too broad to merge as one PR." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` differ in model architecture and forward behavior; not a duplicate change." + "reason": "Different model families and outputs; similar refactor style only." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate output-tracing refactors across different model code paths." + "reason": "Different code paths; not one underlying bug or patch." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; same broad theme only." + "reason": "UperNet and RWKV are unrelated; the commonality is just output-tracing cleanup." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `codegen` alter different forward/output contracts; not the same concrete bug or change." + "reason": "Separate model code paths; not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are different model families with different tracing code; not duplicate PRs." + "reason": "Falcon/Mamba refactor vs SuperPoint refactor are unrelated model changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are separate architectures with different output tracing implementations." + "reason": "Different subsystems and implementations; the similarity is only the refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are different models and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; no shared fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate implementations; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen touch different model families and logic." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are distinct model wrappers; not the same code-path problem." + "reason": "DepthAnything and VisionEncoderDecoder are unrelated code paths; similar tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific changes, not one mergeable fix." + "reason": "Different models and wrapper logic; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` differ in model architecture and output handling; reject as non-duplicate." + "reason": "Depth models vs SuperPoint are separate implementations; no duplicate bug." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated model implementations; same refactor motif only." + "reason": "Different model families; shared output-tracing pattern is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different model code paths with different output contracts; not the same fix." + "reason": "DepthAnything and DPR are unrelated; not one mergeable PR." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are analogous wrappers but different concrete implementations; too broad to merge." + "reason": "VisionEncoderDecoder and RWKV are different code paths; same refactor concept only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models; not duplicate changes." + "reason": "Both are encoder-decoder wrappers, but they are still separate model implementations and changes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` touch different code paths and output behavior; reject." + "reason": "Different model families; not the same concrete bug or fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate model wrappers; no shared concrete bug." + "reason": "VisionEncoderDecoder and DPR are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different model families; not the same underlying change." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated model implementations; similar theme only." + "reason": "Different models and logic; only the tracing cleanup matches." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` have different forward paths and output semantics; not a duplicate." + "reason": "SpeechEncoderDecoder and DPR are separate code paths; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are distinct model code paths; same refactor label is insufficient." + "reason": "SuperPoint and RWKV are unrelated; same broad refactor theme only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are different model implementations; not the same fix." + "reason": "Separate model implementations with different underlying behavior." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated model families with different output tracing changes; reject." + "reason": "RWKV and DPR are different subsystems; no shared concrete fix." } ] }, @@ -22810,7 +22990,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22826,12 +23006,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "57374bd1808273027068393e3a38af0ab09ff4a3593d91e79bd77dfa924c873f", + "prepared_review_unit_hash": "4d5019982264051cf2fdacbe8fd0e197cbab17d369111b6b56d5568870f9b763", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22839,7 +23019,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22848,18 +23028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Transformers boilerplate and docs/auto-registry plumbing, not the same underlying bug or feature.", + "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only standard Transformers scaffolding, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster; if one must be selected, #45401 is the cleaner representative because it is more narrowly scoped and has an explicit issue target, but it is not a duplicate of #44662.", + "canonical_pr_reason": "PR #44662 is the stronger representative artifact: it is a complete, non-draft model implementation with substantial review activity and a full test/docs footprint.", "best_issue_reason": null, - "best_pr_reason": "#45401 is the stronger standalone PR candidate: it is tightly tied to a specific issue, has a focused model implementation, and is more self-contained than the broader PenguinVL add-on.", + "best_pr_reason": "PR #44662 is the best single PR to anchor the cluster because it is the most mature and fully developed implementation; #45401 is draft and targets a different model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for different architectures and use cases (PenguinVL vs Voxtral TTS). Overlap in auto-registration/docs is generic scaffolding, not the same code-path change." + "reason": "Different model additions with distinct codepaths and filenames (PenguinVL vs Voxtral TTS). Shared auto-registration and docs updates are boilerplate, not evidence of the same fix/change." } ] }, @@ -22873,7 +23053,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22889,7 +23069,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8c22fe8005fd2f0ff7bfc77c1bfc52f5eb004ef67811b48e232c60809b491d4f", + "prepared_review_unit_hash": "8140e8205cf8fb5d9594eb473815787717cdfa4b7442f4a50681d9a69e38f8fa", "component_budget": { "node_count": 2, "item_count": 2, @@ -22911,18 +23091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with only superficial similarity. One is a workflow change to convert PRs to draft; the other is a CI rerouting change plus an unrelated code edit used as a trigger. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.9, + "summary": "The two pull requests are not duplicates: one rewrites a documentation workflow into a draft-conversion workflow, while the other switches CI to a smaller runner group and includes unrelated code/test changes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46845 is the better representative because it has a clearer, concrete purpose in the CI path and a more identifiable change set than the vague experimental PR #44965.", + "canonical_pr_reason": "No canonical PR: the diffs target different code paths and purposes, so they should remain separate PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #46845 is the strongest standalone PR in this cluster: it makes a specific CI workflow adjustment and is more actionable than #44965, whose title and diff are too ambiguous.", + "best_pr_reason": "PR 46845 is the more representative standalone change because it has a clear CI-focused scope and broader concrete edits, but it is not a duplicate of PR 44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes: #44965 edits a workflow to convert PRs to draft, while #46845 reroutes CI to a smaller runner group and includes an unrelated model file touch. They do not target the same concrete code-path problem." + "reason": "Reject: the workflow rewrite to convert PRs to draft and the smaller-group CI change touch different functionality and are not the same underlying change." } ] }, @@ -22936,7 +23116,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22952,12 +23132,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3638ebd0dcfcf94b5e7e1cec53a231c6ed242d5270ef17540dc023310f4681e1", + "prepared_review_unit_hash": "66fce3c12a4b4f4fbe1b9cd4d96189a0a939a0e6b7ed674e8689dfd09bc21c45", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22965,7 +23145,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22974,18 +23154,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related conceptually but not duplicates: #44979 adds a low-level Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading. They target different code paths and could not plausibly be merged as one PR without turning into a broader feature bundle.", - "confidence": 0.95, + "summary": "These PRs are related thematically around fusion, but they implement different layers: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integration points. They should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, #45363 is the more concrete end-user change because it implements the actual KernelConfig-based fusion path across loading/integrations; #44979 is just the lower-level API foundation.", + "canonical_pr_reason": "PR #45363 is the better canonical representative because it touches the main user-facing fusion plumbing (KernelConfig, modeling utilities, integrations) and appears to be the broader change in the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the better standalone PR to represent the cluster because it delivers the end-to-end feature and touches the runtime path users would actually exercise.", + "best_pr_reason": "PR #45363 is the best PR candidate for the cluster since it is the more central and complete fusion feature implementation; PR #44979 is a separate API addition in a different code path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different feature layers: #44979 introduces a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 fusion and model integration. They do not fix the same concrete problem and are not mergeable as one PR." + "reason": "Different underlying changes: #44979 adds a new generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration/modeling changes. They are related concepts but not the same concrete code-path fix and would not plausibly merge as one PR." } ] }, @@ -22999,7 +23179,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23015,7 +23195,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a31ed154f9d9a7edd45f27e2173f4b774ae8e70178e6c0eeae7d99f250b920cc", + "prepared_review_unit_hash": "97e5bd7a6615ddc9024a522c1655e3c3294df549ea8e23f45ebbfdf85da3070a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23037,18 +23217,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds tests, making it the better canonical choice.", + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete duplicate with added test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 45317 because it is the more complete version of the same fix and includes test coverage, while still targeting the same code path as PR 45086.", + "canonical_pr_reason": "45317 is the stronger representative: it implements the same code-path fix as 45086 and also adds a test, making it the more complete PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it contains the same bug fix plus validation tests, so it is the most merge-ready and complete candidate.", + "best_pr_reason": "45317 is the best PR to keep because it addresses the same underlying bug as 45086 with additional validation and fuller context.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path change in `tokenization_utils_tokenizers.py`; the second PR appears to be the test-augmented refinement of the first, so they could plausibly be merged into one PR." + "reason": "Same concrete bug and same fix in the same file; 45317 appears to be an expanded version of 45086 with test coverage, so these are mergeable duplicates." } ] }, @@ -23062,7 +23242,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23078,7 +23258,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ba2a8e251926ef15236daba9aac97bf221f08033c14cb5748a5196cc88b10cf4", + "prepared_review_unit_hash": "fb88b6c956b1c57f71d1116b9bdfa587ace06e49c439da6aba5e4ce84e79d475", "component_budget": { "node_count": 2, "item_count": 2, @@ -23100,18 +23280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH pull requests overlap on model internals, but they target different scopes: one is a conversion/mapping refactor, the other is the fuller dense/sparse model split with docs and tests. They are related, but not duplicates.", - "confidence": 0.88, + "summary": "Two open NemotronH PRs overlap in model-registration files, but they address different changes: one is a refactor/conversion-mapping update, the other is a broader model split and documentation refresh. They are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "45569 is the broader, more complete implementation PR: it introduces the dense/sparse NemotronH split, auto-mapping, docs, and tests. 45115 is a narrower conversion-mapping/inheritance refactor.", + "canonical_pr_reason": "PR #45569 is the more representative NemotronH change set because it introduces the new dense/sparse model variants plus the user-facing docs and tests, whereas #45115 is a narrower refactor around inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "45569 is the best representative of the cluster because it addresses the main user-facing model restructuring rather than only checkpoint conversion naming.", + "best_pr_reason": "PR #45569 is the best single PR for the cluster: it covers the main functional product change and includes the broader follow-on integration work. PR #45115 is smaller and focused on internal refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH internals, but 45115 is focused on checkpoint conversion key renaming and inheritance plumbing, while 45569 implements the actual dense/sparse model split plus documentation and tests. Different concrete changes, so not a duplicate." + "reason": "They share NemotronH plumbing files, but the concrete changes differ: #45115 is about conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid, while #45569 adds dense/sparse model packages, docs, auto-mapping updates, and tests. These are related but not the same fix/change, and would not naturally collapse into one PR." } ] }, @@ -23125,7 +23305,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23141,40 +23321,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "20d8e6171907021f0769aa3a62099cdbe587659c47de51d1e43f565968a511fa", + "prepared_review_unit_hash": "399c9f7e2273fd57194a5697d97bd27fb8316fe878cc170d1db541caf30dbf7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5952, - "estimated_input_tokens": 1488, - "estimated_eval_tokens": 3232 + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5952, - "estimated_input_tokens": 1488, - "estimated_eval_tokens": 3232 + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same feature area, but they are not the same change: one adds full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. The overlap is mostly in shared config/docs/tests files, not the concrete code-path fix.", - "confidence": 0.79, + "summary": "Two closely related open PRs for heterogeneous model support, but one is a broader superset of the other rather than the same change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes both heterogeneous configuration and modeling/runtime integration, whereas 45333 is a narrower config-only subset.", + "canonical_pr_reason": "PR #45332 is the more complete umbrella change: it includes the per-layer configuration work plus the modeling/runtime pieces and the associated tests/docs.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full heterogeneous model support feature and subsumes the config work; 45333 looks like a partial, narrower follow-up or split-out piece.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous feature set and subsumes the narrower configuration-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject as duplicate: they share heterogeneous config/docs files, but 45332 also changes modeling/runtime code paths (cache, masking, modeling_utils, supported_models, mxfp4) that 45333 does not. This is closer to related feature work than the same concrete PR." + "reason": "They overlap heavily, but #45333 is configuration-only while #45332 adds additional modeling/runtime support and extra tests. This looks like a parent/superset relationship, not the same concrete PR change that should be deduplicated." } ] }, @@ -23188,7 +23368,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23204,12 +23384,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cb7f42a4af3d4b1c125f293964ca731546ec2121eff71d33bfba530ceec81795", + "prepared_review_unit_hash": "b54dfa3e164ee54a1c74026d4d3d1ccecc71947309d459281764efbada1ebff5", "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 }, @@ -23217,7 +23397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23226,18 +23406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are type-checking related, but they address different changes: one is a broad mypy/typing sweep across many files, the other adds specific typing protocols/aliases for modeling utilities. They are not the same underlying bug or change.", - "confidence": 0.91, + "summary": "These are both typing-related pull requests, but they address different scopes and goals: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds specific typing protocols/aliases for shared utilities. They are related, but not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more concrete and self-contained typing change, with specific new protocol/alias definitions and targeted code updates. PR #45415 is a broad repository-wide type-checking sweep rather than a single fix.", + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change; PR 45415 is a much broader repository-wide type-checking pass and not the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better standalone candidate because it fixes a focused typing interoperability problem in the codebase. PR #45415 is too broad and mixed, spanning many files and type-ignore policy changes.", + "best_pr_reason": "45425 is the best representative of the cluster because it has a narrower, coherent purpose and is less likely to conflate unrelated typing cleanup with a specific code-path typing adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both concern typing, but #45415 is a broad type-checking pass while #45425 introduces targeted typing helpers for specific APIs; they do not appear to fix the same concrete problem." + "reason": "Both are about typing work and share a few files, but 45415 is a broad multi-file type-checking enablement while 45425 adds specific typing helpers/protocols. Different underlying changes, so they should not be merged as duplicates." } ] }, @@ -23251,7 +23431,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23267,7 +23447,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "e66021eec23458f8447c9f427a28a25db2e2b477509581789400720fc3197253", + "prepared_review_unit_hash": "f66d411c18d09a2438492b8826f7837cd519534c4da694c62852fbb2894b0c91", "component_budget": { "node_count": 2, "item_count": 2, @@ -23289,18 +23469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they target different failure modes and code paths: one fixes Accelerate/ZeRO-3 loading metadata and config serialization, while the other fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. They are not the same underlying change.", - "confidence": 0.93, + "summary": "Two open PRs both touch expert-parallel loading, but they address different failure modes: one fixes accelerate/DeepSpeed ZeRO-3 loading by preserving distributed_config and adding has_ep, while the other fixes FSDP2 expert parameters being overwritten by rank-0 broadcast.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster well because the two PRs address distinct bugs. If forced to choose one, PR #45662 is the broader expert-parallel correctness fix, but it is not a duplicate of #45548.", + "canonical_pr_reason": "PR #45662 is the better canonical representative of the cluster because it targets the more concrete expert-parallel parameter-loading corruption path and has the broader distributed loading fix surface.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the better representative of the cluster only in the sense that it is the more substantial EP correctness fix; however, it should not be treated as the same fix as #45548.", + "best_pr_reason": "PR #45662 is the strongest standalone change: it addresses a specific, user-visible correctness bug in expert parameter loading and does so across the relevant loading code paths.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization/has_ep handling, while #45662 fixes experts being silently overwritten by rank-0 broadcast in a different distributed loading path (FSDP2). Shared EP vocabulary and one common file are not enough to merge them as duplicates." + "reason": "Related subsystem, but not the same underlying bug. #45548 is about preserving distributed config / has_ep for EP + DeepSpeed ZeRO-3 loading, while #45662 prevents expert tensors from being overwritten by rank-0 broadcast under FSDP2." } ] }, @@ -23314,7 +23494,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23330,12 +23510,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6f4ddb226c8f1907d234bc1e5007e276b2ec100357e51ccaa5fc066ac891150a", + "prepared_review_unit_hash": "baff17e0f64193f6252c084db54e52d84460005fedb1966233abfc839e59c21a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4670, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23343,7 +23523,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4670, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23352,18 +23532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision problem in testing/debug logging; #45645 appears to be the broader, more complete fix because it adds both per-worker file handling and CI workflow aggregation of multiple artifacts.", - "confidence": 0.87, + "summary": "Both PRs target the same xdist/captured_info logging collision problem for issue #45561; PR 45645 is the more complete fix because it also updates CI collection of the split log files.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR: it covers the xdist-safe output split in testing_utils and also updates CI to read all captured_info artifacts, making the fix end-to-end.", + "canonical_pr_reason": "PR 45645 is the best representative because it includes the core xdist-safe testing_utils change plus the CI workflow update needed to gather multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the strongest representative because it resolves the underlying artifact collision and preserves the debug-log consumption path in CI; #45639 is a narrower subset.", + "best_pr_reason": "PR 45645 is the strongest overall candidate: it addresses the underlying log-file collision and the downstream artifact consumption path, making it the most complete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete bug: captured_info output collisions under pytest-xdist. #45645 is a superset of #45639, not a different change." + "reason": "They fix the same concrete xdist captured_info collision in the same helper code path; 45645 extends the same fix with CI log aggregation, so these are the same underlying change family." } ] }, @@ -23377,7 +23557,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23393,12 +23573,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "8fa8d800f3045ea61cd5ba59755a5073aa7b0b495c0e51598ff5e0f702d0ddb9", + "prepared_review_unit_hash": "789d1b8de7eceba16ddc8d3a686ce9b33e6206256d03bc35cfc26bc00d8d37bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23406,7 +23586,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23415,18 +23595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs: one adds TRF003 tuple-return handling across model forwards, the other adds TRF018 weight-initialization rule changes across many model files. They share only broad linter/modeling overlap, not the same underlying fix.", - "confidence": 0.98, + "summary": "These are both linter/chore PRs touching model code, but they implement different rules for different behaviors: TRF003 vs TRF018. They do not look like the same underlying fix and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two changes address different lint rules and different codepaths (forward return behavior vs. weight initialization).", + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs target different lint rules and different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the better standalone representative of its change set because it is the broader, more mature modeling-rule implementation, but it is still unrelated to PR 45720.", + "best_pr_reason": "PR #46259 is the better standalone representative because its title and diff are more directly about a concrete modeling rule change, but it is still separate from #45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: they target different linter rules and fix different underlying behaviors. One changes forward signatures/tuple-return behavior (TRF003), the other changes initialization patterns across model classes (TRF018), so they are not the same PR merged twice." + "reason": "Reject: different lint rules and different edits. #45720 adds can_return_tuple / removes return_dict in several forwards; #46259 changes _init_weights behavior across many models. Same broad area, but not the same bug or change." } ] }, @@ -23440,7 +23620,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23506,7 +23686,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23525,7 +23705,7 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "08ccf1e4828a29dfca6d6a7c1519f2f7d3bc1973e4030d147ae2090e6f3575d9", + "prepared_review_unit_hash": "209947b9998213cf736fc1213ce9693dd29cba5b12e8877cdb3a64fec6f16f78", "component_budget": { "node_count": 3, "item_count": 3, @@ -23547,30 +23727,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated: one is a grafana/CI instrumentation PR with model tweaks, one is a test-migration PR, and one is a PEFT integration CI PR. They only share broad workflow/test infrastructure similarities, not the same concrete bug or change.", - "confidence": 0.96, + "summary": "These are three unrelated open PRs with similar test/CI vibes, but they target different changes: a grafana/testing branch with model tweaks, a broad test migration, and a PEFT integration CI branch. They should not be clustered as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46891 is the most focused and self-contained of the set: it centers on PEFT integration CI wiring, whereas the other two are broader test/migration or mixed workflow/model changes.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical duplicate target here; the cluster does not represent one underlying change, so no PR should be treated as the representative duplicate fix.", + "best_pr_reason": "PR 46891 is the best representative only because it has the clearest single-purpose scope; the others are more sprawling and less canonical.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test/CI-oriented, but 45932 also changes model implementation and workflow secrets while 46100 is a test migration with new kernel/DDP test files. They do not fix the same concrete issue and would not plausibly merge into one PR." + "reason": "Both are test/CI-oriented, but one is a grafana/testing branch with model-file edits while the other is a broad test migration. They do not appear to fix the same concrete bug or implement the same change." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "They both touch the CI caller workflow, but 45932 is a grafana/testing PR with unrelated model edits, while 46891 is specifically about PEFT integration CI and peft.py. Shared workflow file alone is not enough to indicate the same underlying change." + "reason": "They both touch the PR CI workflow, but the substantive changes are different: 45932 includes model/config edits for a grafana/testing branch, while 46891 is specifically about PEFT integration CI. Similar infrastructure alone is not enough." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "46100 is a broad test migration across vision tests and kernel fixtures, whereas 46891 targets PEFT integration CI and peft integration code paths. These are different changes in different areas, not duplicate fixes." + "reason": "One is a wide test migration across model tests; the other is a PEFT integration CI update. They share a testing theme but not the same underlying code-path problem or mergeable change." } ] }, @@ -23584,7 +23764,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23600,12 +23780,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "cb9f66b9497e95be945b7659117dfd58ac4507ce88435477465d01375a133b72", + "prepared_review_unit_hash": "aa2e5be47d291e91f3f2744a7e7c4ea507881d1b8ae048bdbf899c18957a62a8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23613,7 +23793,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23622,18 +23802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on distributed files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch-base sweep with many unrelated subsystems. Treat them as related but not duplicates.", - "confidence": 0.88, + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas and CI. They overlap in a few distributed files, but the underlying changes and merge intent are different.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the clearest single-purpose change: EP + Trainer integration on top of DistributedConfig. PR 46269 is a broad branch-base PR that touches many unrelated distributed areas, so the overlap is incidental rather than duplicate intent.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration. It has a narrow code-path focus and is a better representative artifact than the broad branch-base PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster because it has a specific, concrete feature goal and a tighter scope than the branch-base PR.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it describes a concrete feature/integration change. PR #46269 is too broad and heterogeneous to serve as the canonical change for this pair.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share some distributed filenames, but the titles, scope, and diff context differ substantially. 46126 targets EP/trainer integration, while 46269 is a broad distributed branch base spanning CI, FSDP, sharding, integrations, and model changes. Not the same underlying change." + "reason": "Reject: shared filenames are not enough here. #46126 targets EP/Trainer integration, while #46269 is a large distributed base branch with CI and many unrelated edits; they do not appear to fix the same concrete code-path problem or be mergeable as one PR." } ] }, @@ -23647,7 +23827,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23699,208 +23879,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "f75f3cea02dc76563352739bb32297929851c1500c3fe8367e415019c6b76647", + "prepared_review_unit_hash": "f5df8ff8bc2f3764dba0a1fdf5d266d2f185d86fc49190c951159e5e578a34c0", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25925, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of small workflow-maintenance PRs, mostly unrelated despite some superficial similarity in GitHub Actions hardening. The only exact duplicates are none; even the repeated pr-ci-security-gate.yml PRs change different parts of the workflow.", - "confidence": 0.92, + "summary": "This cluster is mostly a grab bag of unrelated workflow-maintenance PRs. The only partial theme is several independent edits to .github/workflows/pr-ci-security-gate.yml, but they change different behaviors (checkout/diff checks, permissions, reusable-workflow secrets, comments), so they are not duplicates.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change here: it adds checkout/pinning and security checks to pr-ci-security-gate.yml, while the other nearby PRs are narrower edits to the same workflow or unrelated workflow tweaks.", + "canonical_pr_reason": "pull_request:46554 is the most substantive and representative security-gate change; the other security-gate PRs are narrower follow-ups, and the remaining PRs touch unrelated workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative of the cluster because it is the clearest functional workflow/security change and the closest hub for the repeated pr-ci-security-gate.yml edits, even though the cluster is not a true duplicate set.", + "best_pr_reason": "pull_request:46554 best represents the only coherent subcluster because it changes the actual gate logic, not just surrounding permissions or comments.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin-safe comment handling in self-comment-ci vs security-gate logic in pr-ci-security-gate." + "reason": "Different workflows and different behaviors; no shared bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same broad area of CI workflows, but the actual changes are unrelated: comment parsing vs permissions/approval gating." + "reason": "Different workflow files; unrelated maintenance changes." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes; one hardens a workflow command input path, the other adjusts a reusable workflow call and adds a safety note." + "reason": "Self-comment CI update vs security-gate comment change; unrelated." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different fix: comment stdin handling vs changing secrets forwarding in pr-ci-security-gate.yml." + "reason": "Different workflow areas and different fixes." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both harden shell handling of event text, but they target different workflows and different commands, so not the same underlying bug." + "reason": "Different workflow files; not the same underlying problem." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated behavior changes; one pins a downloaded helper and unsets a token, the other adds workflow_dispatch to benchmark_v2." + "reason": "SSH-runner hardening vs benchmark trigger change; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Both touch workflow config, but they solve different issues: runner hardening vs anti-slop permissions scoping." + "reason": "Different workflows with different purposes; no duplicate bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Distinct workflow updates with no shared concrete bug or code path." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow-security related, but one hardens ssh-runner while the other changes PR CI gate logic; different problems and code paths." + "reason": "SSH-runner changes are unrelated to security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; no shared underlying change." + "reason": "Different workflows and different code paths." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Permissions scoping for anti-slop and benchmark trigger behavior are unrelated changes." + "reason": "Anti-slop vs benchmark workflow; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Separate workflow maintenance edits; no common bug or feature." + "reason": "Two separate workflow updates; no shared underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and shell quoting for commit messages are different issues in different workflows." + "reason": "Different workflow files and distinct edits." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow targets and fixes; not the same underlying problem." + "reason": "Unrelated workflow changes in different files." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout behavior and benchmark scheduling are unrelated." + "reason": "Assign-reviewers vs benchmark workflow; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "No shared bug: reviewer assignment checkout ref vs commit-message shell handling." + "reason": "Different workflow files and separate maintenance tweaks." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow logic and different failure modes." + "reason": "Assign-reviewers edit is unrelated to security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger addition vs shell-safe commit message parsing; not the same change." + "reason": "Benchmark trigger vs CI image tag detection; different fixes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes with no common concrete bug." + "reason": "Different workflows and different behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both involve workflow hardening, but they affect different scripts/inputs and different code paths." + "reason": "CI image-tag parsing vs security-gate checks; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but one adds checkout and diff-based security checks while the other changes permissions and approval gating; distinct changes." + "reason": "Same file, but one adds diff-based gate checks while the other changes permissions/approval flow; separate fixes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Security-gate logic vs a reusable-workflow note and secrets-handling comment; not the same underlying change." + "reason": "Logic change vs comment-only note; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different edits to the same workflow file, but one is about PR file-change checks and the other is about secrets passing." + "reason": "Different security-hardening changes in the same workflow, but not the same concrete fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different concerns in the same workflow area: permissions/result gating vs reusable-workflow safety commentary." + "reason": "Permissions/approval change vs comment-only note; unrelated." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Not the same fix; one adjusts permissions and job gating, the other changes secrets inheritance." + "reason": "Changing permissions and changing inherited secrets are different fixes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A safety note about the reusable workflow is not the same change as replacing secrets: inherit with secrets: {}." + "reason": "Comment-only clarification vs secrets inheritance change; not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow hardening vs reusable-workflow commentary/secrets handling." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different fixes; no shared underlying bug." + "reason": "CI image parsing change vs security-gate secrets change; unrelated." } ] }, @@ -23914,7 +24094,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23930,12 +24110,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "4ac6459c716a40f961992ea5f6c0aaef47d59956a3715d8ec321634c408c4b6b", + "prepared_review_unit_hash": "0caf521bc6107c629ee888129cf7497b02283cb9685ffc175ac4062cd5b8d9fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23943,7 +24123,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23952,18 +24132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are thematically similar because both replace file-open-based source inspection with safer source-reading utilities, but they target different code paths and behaviors, so they are not duplicates.", - "confidence": 0.9, + "summary": "These are thematically related PRs about replacing brittle file-open source inspection with safer source retrieval, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it is a focused fix in the attention-implementation path, includes tests, and has a clearer concrete behavior change than the more generic self-source reading cleanup in PR 46152.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the stronger representative: it has a clear concrete fix in modeling_utils and includes tests, making it more self-contained and easier to understand than the broader import-utils refactor in 46152.", + "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it targets a specific runtime heuristic, is easier to validate, and appears more directly tied to an actual bug/robustness issue than PR 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related theme only; they fix different mechanisms in different modules (import_utils self-source resolution vs modeling_utils attention-implementation detection) and are not the same concrete bug or mergeable into one PR." + "reason": "Both avoid open() for source inspection, but they touch different modules and different behaviors: import_utils self-source resolution vs modeling_utils _can_set_attn_implementation. Shared theme is not enough to treat them as the same change or underlying bug." } ] }, @@ -23977,7 +24157,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24040,7 +24220,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24056,12 +24236,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d353a36870884993891133649db03c8a4dbae05ce788c0416fb39f246fe6856c", + "prepared_review_unit_hash": "b53e5fc11366d751a86ac0eaf06c086c66eb10dd8d963400797a1d809fc90166", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24069,7 +24249,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24078,18 +24258,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one right-window boundary bug in sliding window masking for Moonshine streaming; 46546 is the broader, more complete version and also touches Gemma4 and tests.", + "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding window mask (`-dist <= right_window_size` vs `<`). PR 46546 is the broader, more complete change set; PR 46310 is a narrower moonshine_streaming-only variant of the same fix.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine streaming boundary fix plus an additional matching fix in Gemma4 and test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix as 46310, adds the related Gemma4 implementation, and includes test coverage, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative because it addresses the shared boundary bug in the main Moonshine code paths and includes validation, while 46310 is a narrower subset of the same fix.", + "best_pr_reason": "PR 46546 is the best overall PR candidate because it subsumes the Moonshine streaming fix from 46310 and adds validation plus the analogous Gemma4 patch, so it is the most complete representation of the underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one right-window boundary bug in the sliding_window_mask function; 46546 expands the same fix and could plausibly subsume 46310." + "reason": "Same concrete bug: the right-window boundary in the sliding mask is off by one in the same code path. 46546 is a superset of 46310 for Moonshine streaming and is plausibly merged as one fix set." } ] }, @@ -24103,7 +24283,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24125,58 +24305,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "a39c6563e2a0c039ac95327514c60280c45dc2ae4f8533fb4d843173eb34066f", + "prepared_review_unit_hash": "422a418b01af6934245fb3ed7b6a300b76401eedc69052b9397cd4c1ff92e3dd", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14037, - "estimated_input_tokens": 3510, - "estimated_eval_tokens": 7276 + "serialized_chars": 14034, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14037, - "estimated_input_tokens": 3510, - "estimated_eval_tokens": 7276 + "serialized_chars": 14034, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they span unrelated areas, including multimodal continuous batching, two different new model integrations, a Nemotron Omni integration, and a Gemma attention-masking fix.", + "summary": "This cluster is not a duplicate set: it contains five unrelated open PRs spanning continuous batching multimodal support, HunYuan VL model addition, RADIO model support, Nemotron Omni support, and a Gemma masking bugfix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single underlying PR change ties the cluster together; if a representative must be chosen, PR 46425 is the most self-contained general model-integration PR, but it is not a true canonical duplicate target for the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46425 is the clearest stand-alone representative among this heterogeneous set, but only as a cluster exemplar, not because it duplicates the others.", + "best_pr_reason": "No single PR is a good canonical representative; the items target different models/features and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Continuous batching multimodal support and a HunYuan VL model addition are different changes touching different subsystems and codepaths." + "reason": "Different areas: continuous batching runtime changes vs adding a new multimodal model package. No shared bug or mergeable code-path fix." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "One is continuous batching infrastructure for multimodal requests; the other is RADIO model support and conversion mapping. Same broad theme, not the same fix/change." + "reason": "Both touch model/runtime support, but one is multimodal continuous batching and the other is RADIO model implementation/conversion. Different concrete changes." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "RADIO model support and Nemotron Omni support are separate model integrations with distinct architectures, files, and implementation goals." + "reason": "Distinct model families and tasks: RADIO support versus Nemotron Omni support. Not the same underlying change." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model support is unrelated to the Gemma 3/4 sliding-window attention masking bug fix; they do not address the same code-path problem." + "reason": "RADIO model support is unrelated to Gemma 3/4 attention masking. Different code paths and purposes." } ] }, @@ -24190,7 +24370,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24206,7 +24386,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "e6cabd1fdd379122e41e885110f830f46da193eb91093c82de4c5f93ec158ac2", + "prepared_review_unit_hash": "38fbcf34facfac7638acaad881920eb87e6e19e259660685eef8e4d1029c3a6d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24228,18 +24408,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests fix different tokenizer-related bugs in different code paths and should not be clustered as duplicates.", + "summary": "These are two unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve real leading spaces, while the other updates AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping in the tokenizer implementation, while 46580 fixes incorrect tokenizer-class routing for specific DeepSeek checkpoints in auto-tokenization.", + "canonical_pr_reason": "PR #46574 is the cleaner canonical representative: it fixes one concrete decode-path bug in a single tokenizer and includes targeted test coverage.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they address unrelated bugs; if forced, 46574 is the more self-contained bug fix, but it does not subsume 46580.", + "best_pr_reason": "PR #46574 is the strongest standalone PR in the cluster because the bug is narrowly scoped, the code change is localized, and the test coverage directly matches the failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: different underlying problems and code paths. 46574 changes CodeLlama decoder setup to preserve leading spaces on decode; 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class." + "reason": "Different underlying problems and code paths: CodeLlama decoding/space stripping vs DeepSeek checkpoint tokenizer-class selection. They should not be merged as duplicates." } ] }, @@ -24253,7 +24433,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24269,7 +24449,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "afae7e160808d0c3ab4a62b28de73e6145043c486ab2ea49bb4c2dea10805dcf", + "prepared_review_unit_hash": "364f657fbc5ecfcccbbe43bcb4590f0480ec4f7660e6d4501560b5d42c924f57", "component_budget": { "node_count": 2, "item_count": 2, @@ -24291,18 +24471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate Mistral-related PRs: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap in files but target different code changes and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two open Mistral PRs touch the same tokenizer/integration files, but they target different changes: one refactors by moving MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap in subsystem and filenames, not in the same concrete bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantial functional change: it adds tekken tokenizer support, including detection, conversion, and save utilities. PR #46603 is mainly a package refactor/move of `MistralConverter`.", + "canonical_pr_reason": "PR #46604 is the more substantive, feature-oriented change centered on Mistral tokenizer behavior; #46603 is mainly a code relocation/refactor and looks like a separate prerequisite or cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 best represents the cluster because it introduces the core new Mistral tokenizer behavior, whereas #46603 is an implementation reorganization with less standalone user-facing impact.", + "best_pr_reason": "PR #46604 is the best representative of the cluster because it contains the broader functional change and accompanying tests, whereas #46603 is a narrower structural move.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "The PRs address different problems: #46603 moves/refactors `MistralConverter`, while #46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files reflect subsystem overlap, not the same underlying change." + "reason": "They share Mistral tokenizer files, but #46603 is a refactor/move of MistralConverter while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete goals and not something that would naturally be one merged PR." } ] }, @@ -24316,7 +24496,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24334,7 +24514,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46781" ], - "prepared_review_unit_hash": "3a5cf43b14edd5025edafa3782d02eb92806c6894aca4d32dba3bd469d42f651", + "prepared_review_unit_hash": "48f235634dec52894e13b99b7f77cde0f7276a7368986507dc662990f358eb24", "component_budget": { "node_count": 3, "item_count": 3, @@ -24356,24 +24536,87 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are about transformer model internals, but they fix different bugs: chunked-prefill/speculative decoding, padding-mask application for batch size 1, and quantized cache initialization for hybrid models. The soft-similarity links are not true duplicates.", + "summary": "These PRs are only superficially similar because they touch overlapping model code, but they fix different bugs: one is about Mamba2 chunked-prefill/speculative decoding, one about padding-mask handling for batch size 1, and one about QuantizedCache on hybrid models. No soft-edge duplicate should be merged.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46741 is the broadest and most central representative of the cluster: it targets a coherent decoding-path fix across several linear-attention models and has the strongest technical footprint among the three.", + "canonical_pr_reason": "PR 46741 is the best anchor for the cluster only because it is the broadest cross-model fix and most likely to be the representative item, but it still addresses a distinct bug from the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #46741 is the best standalone representative because it addresses a concrete model-runtime bug with multi-model impact, whereas #46773 and #46781 are narrower fixes for unrelated failure modes.", + "best_pr_reason": "PR 46741 is the strongest standalone representative: it has the widest scope, clear code-path changes, and the most explicit multi-model bug fix among the three.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different bugs: #46741 fixes chunked-prefill/speculative decoding state handling, while #46773 fixes padding-mask application for batch size 1. They share model families but not the same underlying code-path problem." + "reason": "They share some model files, but the underlying problems differ: 46741 changes cache/precomputed-state flow for chunked prefill/speculative decoding, while 46773 fixes attention-mask application being skipped for batch size 1. Different code paths and different failure modes." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs: #46741 is about decoding/cache behavior in several linear-attention models, while #46781 is about QuantizedCache initialization for hybrid SSM+attention models. Not mergeable as one PR." + "reason": "Different subsystems and bugs: 46741 is model forward-path logic for Mamba2-style decoding, while 46781 changes QuantizedCache construction in cache_utils for hybrid attention/SSM models. They are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "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-46895-2", + "nodes": [ + "pull_request:46895", + "pull_request:46898" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898" + ], + "prepared_review_unit_hash": "78f3cbde8e386af8c15bc81b441ee432c279d893ebb7927a5951273618cd2659", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + 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"20260626T000017Z", + "generated_at": "2026-06-26T00:11:19Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:45685|issue:46869", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:41762|issue:43638", + "issue:43039|issue:44918", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "cc283db8bc3db9b800a9ac63f78a486422303d6f9c1e5189176389bafc7667f0", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46571, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few soft edges look like true duplicates, but most are only loosely related by subsystem or error text. Strong matches are the ZeRO-3 BertModel IndexError pair, the Qwen3.5 MoE rotary-embedding state issue pair, and the torch 2.4.1 compatibility pair.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the shared DeepSpeed ZeRO-3 IndexError on BertModel loading, with the most explicit reproduction context among the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43638 is the best issue anchor for the cluster\u2019s only clear duplicate family here because it states the concrete zero3/BertModel failure most directly and broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing Qwen3_5Config field vs streaming chat/completions behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different concrete bugs and backends: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model paths: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to AMD GPU device/backend failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms; no shared code-path is evident." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU support issue and GraniteMoE invalid-method bug are not the same defect." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export and FineGrainedFP8 model failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs auto device-map cuda assert are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup topics, but they reference different removed v5 items and are not the same concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export-time ONNX failure is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "SFT input-embedding unpacking and resume-training/trust-remote-code are different training flows." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different forward-pass problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention indexing errors, but the model/setup and failure modes differ too much to treat as duplicates." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading bug is unrelated to local-model resume/trust-remote-code behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures and model contexts; only a generic IndexError wording overlaps." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask mismatch issue is unrelated to Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and errors; no shared underlying bug is clear." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to training resume/trust-remote-code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different distributed-training failures: collective mismatch vs zero3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 IndexError on BertModel loading; the titles describe the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save-load mismatch are not the same defect." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA output mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class errors." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to a mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoE rotary-embedding/offload materialization bug; both describe the same broken inv_freq handling." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram operator limitation is unrelated to YOLO auto device-mapping." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BertModel ZeRO-3 loading bug and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "No common underlying bug; ZeRO-3 Bert loading and GPT-OSS TP failure differ." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and backends; no shared code path is evident." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU issue are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup and video chat-template token mismatch are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; 45800 just names the paired transformers version too." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch version incompatibility and Qwen NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation-checkpointing FSDP issue and Qwen auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different failures." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; only broad dtype/runtime language overlaps." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and Qwen3.5 SFT embedding-unpack issue are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram op limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failure modes; no duplicate evidence." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are zero3 IndexErrors, but the model families and failure contexts differ too much to confirm the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues from v5 removals, but they refer to different obsolete references and are not the same concrete doc bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram implementation gap." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures in different parts of the stack; not a duplicate." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch and trainer signature incompatibility are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model runtime issue and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape indexing error are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The writeup is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by near-identical titles/body context (ZeRO-3 BertModel IndexError, Qwen3.5 MoE rotary/offload issue, and torch 2.4.1 incompatibility). The rejected pairs are generally cautious and do not overclaim duplication from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "80730317596364e0c2c5ac60321f0120ff53925e88ebaa1fcdcc477e31d43faf", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40042, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers regressions and compatibility bugs, but there are two clear duplicate-style pairs: the ZeRO-3 empty-indexing failures and the AutoTokenizer v5 token-ID regression reports. Most other items only share broad subsystems or symptom patterns, not the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the better canonical issue because it captures the broader AutoTokenizer v5 regression across multiple model families, making it the best umbrella for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest single report to anchor on because it is a concrete, high-signal description of the token-ID regression with a clear v4\u2192v5 change, even though issue:45920 is the broader umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different failures: checkpoint corruption vs missing weight loading in a different model family." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility complaints, but one is torch-version breakage and the other is a USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM PaddleOCR-VL loading failure is unrelated to the distributed build/runtime regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same ZeRO-3 loading IndexError on size-0 tensors; only the affected model differs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto device-map CUDA assert are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they refer to different outdated API references and not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed build breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution failure and table-question-answering crash are unrelated subsystems." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and RAG docs update are different issues entirely." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and Qwen3 VL video token handling are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a device-map forward mismatch and the other is a video chat-template/token-count mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific bugs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and NVFP4 compatibility are not the same underlying failure." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading failure is unrelated to RAG example documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader, but the concrete failure differs from the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer token-ID regression, just reported on different model sets." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and checkpoint loading failure are different issues with different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs work." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is a separate third-party API issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports with ZeRO-3, but the error shapes and model contexts differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading bug is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig breakage are different compatibility surfaces." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share a code path." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/run failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different failures." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions failure are separate chat-path bugs." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral and multi-GPU YOLO device-map auto are different execution paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table QA crashing." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attr error and Gemma4 device-map mismatch are different model-specific regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated import/config issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram Int failure are different backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is not the same as the autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and corrupted Ovis2 checkpoint are different model-loading problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure do not share the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both mention indexing errors, but the reported tensor mismatch differs from the ZeRO-3 empty-dimension load failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code config_class errors are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device-map forward mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but not quite precise enough. The summary overstates that the AutoTokenizer v5 regression is the only strong duplicate-style overlap: the ZeRO-3 IndexError pair (issue:41762 / issue:43596) is also accepted and looks comparably close. Also, issue:45812 is a reasonable anchor, but issue:45920 is the broader AutoTokenizer v5 report, so the canonical-issue rationale is a bit shaky. The soft-edge verdicts are otherwise conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "b32d94adac83b967ab9162a447fbda36ec90b978b95334ff5d03172d1aa702d4", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The only plausible duplicate pair is the Qwen video-input regression around 44479/46294; the rest are distinct bugs across different models, loaders, validation paths, and regressions. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broadest concrete regression in the set and it plausibly subsumes the matching Qwen video-input failure reported in 46294.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue: it describes a broader Qwen video-input regression, while most other items are unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different targets: PaddleOCR-VL model loading in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention model/quantization behavior, but one is int4 OOM/memory accounting and the other is tied weights in translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding-unpacking failure." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch-dynamo grouped_mm tracing on Mixtral vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different breakages: unexpected init_empty_weights argument vs pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are shape/index errors, but the affected paths and failure causes are different." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version compatibility, but one is remote_code model breakage and the other is a torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and symptoms: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline output; not clearly the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "These describe the same Qwen video-input regression: 44479 is the broader regression, and 46294 is the concrete apply_chat_template video token/feature mismatch manifestation." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and bugs: composite Qwen config unwrapping vs Qwen3.5 MoE rotary embedding materialization memory issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/Bert initialization index error is unrelated to the trust_remote_code resume/custom-module loading problem." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking under TRL are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and Qwen3.5 TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a distinct issue from the GLM5 report." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight regression in Mistral3ForConditionalGeneration is a different model/path than tied weights on translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied weights in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed transformers run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "These are unrelated documentation/cache-strategy typo reports." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure and tied-weight translation regressions are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but 45183 is about input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions for different model families; no shared concrete code-path is evident." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the one accepted soft-edge pair (44479/46294) is plausibly the same Qwen video-input regression without overclaiming. No PR-pair mergeability issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "1be9fcf6ef7a18006c41688245af158bd693191011d477909dcb9edcd5cc3f9a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there are a few clear duplicate subgroups. The strongest one is the Transformers v5 non-persistent-buffer regression, with a second clear subgroup around StaticCache.get_seq_length() returning the wrong type, plus a smaller tokenizer-regression pair. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43950 is the clearest and broadest report of the non-persistent-buffer regression in Transformers 5.x, and it has the richest description of the underlying failure mode shared by nearby duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative for the main duplicate cluster because it captures the core bug directly and broadly, while related reports are narrower manifestations of the same regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: tokenizer detokenization regression vs a Qwen NVFP4 load/runtime error; no shared concrete code path." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/trainer unpacking issue vs an invalid-method call in GraniteMoEHybrid." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers being populated with junk in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Different problems: doc example errors/quantization mismatch vs quality degradation in text embeddings." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Both involve remote-code/config loading, but the reported failures are different and not clearly the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom trainer loss signature mismatch vs DeepSpeed ZeRO-3 model loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bitsandbytes incompatibility vs missing Float8 storage type error." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen/Phi runtime issues; one is an autocast dtype mismatch, the other is a position_ids/SDPA-induced training instability." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same bug: StaticCache.get_seq_length() returns a tensor instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family; 46489 explicitly describes a gap in the broader v5 tokenizer fix covered by 45920." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/model quality, but they are different symptoms and not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 issues: zero probabilities vs poorer embeddings; no evidence of one underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer materialization bug, surfaced through a specific inv_freq buffer after meta->to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: bad tokenizer error message vs missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF/JAX implementation discrepancy; not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is FlashAttention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different performance regressions: LoRA gradient checkpointing behavior vs int4 quantization memory growth." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no shared concrete failure path." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states bug vs non-persistent-buffer initialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different problems: tokenizer output mismatch vs import-time flash_attn lookup error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise/logging complaint vs inability to load a specific model; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related issues in different model/training contexts; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated training/DeepSpeed error vs early stopping metric handling." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig output and the other is a broader compatibility regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading/runtime failures with no shared code path." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs FlashAttention2 fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export model symbol issue vs bitsandbytes parameter constructor incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model classes and different failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backends issues: MPS histogram support vs device mismatch in Gemma4 PLE." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are well supported by the issue titles/descriptions: the non-persistent-buffer regression cluster (43950/44534/45902), the StaticCache get_seq_length type bug (45987/46858), and the tokenizer regression family (45920/46489). The rejected pairs are also generally conservative given the differing failure modes. No PR-pair mergeability issues apply because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "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:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:46894|issue:46897", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402" + ], + "prepared_review_unit_hash": "4f77b723e74d269ba070237e8dfc36291eb5742a471a0cded8c680dc02e74b8a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37084, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. I only see a few true duplicate pairs: two docs cleanups about removed v5 pipeline tasks, two reports of the same `_is_hf_initialized` / `Int8Params.__new__` loading error, and two reports of the same mask-shape `IndexError`.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #45020 is the best single representative because it is the broadest and most central of the model-loading / tokenizer-regression reports, and several other nearby items are in that same general area. It is not a perfect duplicate of the whole cluster, but it is the strongest canonical issue candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45020 has the strongest cluster-wide fit: it describes a broad regression affecting recent Transformers releases and remote-code model loading, which is the most central theme among the candidates. The other issues are mostly narrower, model-specific regressions or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes: tokenizer regex crash vs flash-attn fallback gating. Same ecosystem, but not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "One is a broad remote-code regression, the other is a Gemma4 PLE device-map mismatch; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` / `TOKENIZER_MAPPING_NAMES` is a different tokenizer-registration bug from remote-code loading regressions." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility breakage and a tie-word-embeddings warning are related only by theme, not by the same defect." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Both are dtype/device issues, but they affect different models and different mechanisms (`autocast` vs `device_map='auto'`)." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression for Kimi-K2.5 is distinct from the broader remote-code breakage in #45020." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Both mention a double-shift pattern, but they are separate model reports with no clear evidence of the same exact code-path bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "These are opposite-direction tokenizer performance regressions (`convert_ids_to_tokens` vs `convert_tokens_to_ids`), not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: v5 removed pipeline tasks, but the docs still mention summarization/translation pipeline usage." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-output regressions, but they involve different model families and different underlying tokenizer changes." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes `Int8Params` incompatibility is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` tying and non-persistent buffer corruption are different model-state loading bugs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model/config loading, but one is `from_config` unwrapping and the other is remote-code `config_class` lookup; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` / `Int8Params.__new__` TypeError during model loading with `init_empty_weights`/bitsandbytes." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code breakage and missing `config_class` are related only broadly; the failure points differ." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run may involve feature extraction, but the evidence is too thin to treat this as the same bug as `_torch_extract_fbank_features`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; one is an error-message issue, the other is a hard failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and gradient averaging are distinct problems in different stages of training." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA ineffective checkpointing and the other is a missing support flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "`compute_loss` signature mismatch and mask/tensor shape mismatch are unrelated runtime errors." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared code-path bug is evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention Qwen3 / ZeRO-3 weight loading, but the reported failures are not specific enough to confirm a single duplicate bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model-loading reports, but they concern different models and different symptoms." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Catastrophic RLHF NaNs from position-id / SDPA behavior is unrelated to a flash-attention `s_aux=None` crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same `IndexError` family with a mask length not matching the indexed tensor length; these look like duplicate reports of the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and error modes (`StopIteration` vs broader video-input regression)." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void-segmentation-map preprocessing are unrelated issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` failure and NemotronH checkpoint loading are different subsystems and different bugs." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Two separate checkpoint-loading failures for different models; no clear same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs are well-supported by the titles and issue descriptions: the docs pipeline cleanup pair, the `_is_hf_initialized` / `Int8Params.__new__` loading error pair, and the mask-shape `IndexError` pair. The rejected pairs are also framed cautiously without overstating duplicate evidence. The canonical issue choice is reasonable for this noisy cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "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:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534" + ], + "prepared_review_unit_hash": "cd34126b14ce4f63f0c414bf3bd09627141e56e0215e3ab44137fa735c8d060a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one single duplicate cluster; it splits into several small, unrelated bug groups. The strongest accepted duplicate groups are SigLIP2 wrong-output reports, the Transformers v5 non-persistent-buffer regression, the Gemma4 4-bit multimodal dtype-cast regression, and the custom-model init regression.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 38175 is the best anchor among the provided items because it sits in the strongest duplicate mini-cluster (with 43994 and 39692) and captures a concrete, reproducible SigLIP2 wrong-output failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 38175 is the most representative issue in this set because it has the clearest duplicate linkage and a model-specific symptom that matches the shared root cause across the accepted SigLIP2 reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different failures and different model families: GGUF architecture support vs a Phi-tiny-MoE dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A Deepspeed ZeRO-3 BertModel index error is not the same bug as a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "These are different code paths and models: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding memory materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated problems: gpt-oss GGUF support vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete bugs: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different underlying issues: ZeRO-3/BertModel indexing vs general torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo token/embedding leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class and meta-device loading regressions are different problems." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and meta-device loading issues do not share the same code path." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "These are different attention/cache bugs: Qwen3.5 flash-attn position_ids misinterpretation vs static-cache seq_length arithmetic." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers v5 custom-model initialization regression; one is a notebook-specific manifestation." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code-path failures: Bamba torch.compile SDPA vs Qwen3.5 flash-attention packed-position handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "A video-processing StopIteration and an MPS Int histogram failure are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A script execution problem is not the same as GGUF support for gpt-oss." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues: flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "These are different Qwen3-related failures and not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and are described as separate failures." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement mismatch is not the same issue as a torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping logic and Gemma4 forward device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same wrong-output symptom family; both point to the same underlying model/processor mismatch regression." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different bugs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 4-bit multimodal quantization/dtype-cast failure affecting audio/vision modules." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve stricter config validation, but they are different models and do not look like the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert index errors and add-new-model-like tokenizer mapping failures are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 family and same underlying model/processor mismatch, with 39692 describing a documentation manifestation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same Transformers v5 regression: non-persistent buffers are being filled/corrupted with junk during loading." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are plausible duplicate matches by title and symptom, and the rejected pairs are appropriately separated by model family or failure mode. No obvious evidence overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44079|issue:46829" + ], + "prepared_review_unit_hash": "1fe36132354a823425f115c573adac9d7bbcdecdbf8b83049506d31ef51c37e8", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36123, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated issue reports. The only clear duplicate families are v5 loading/tokenizer regressions across BERT-like checkpoints, and a resize_token_embeddings propagation bug across Gemma4/T5Gemma variants.", + "confidence": 0.64, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the best representative of the largest coherent subcluster: several reports describe v5 failing to load BERT-like checkpoints/tokenizers across different repos, and this issue is broad enough to anchor that regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: LoRA compatibility on Qwen3-MoE vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes and model paths: auto device mapping cuda assert vs FineGrainedFP8Config on Qwen3-MoE." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: FP8 config failure vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the current/latest version failing to load BERT-like checkpoints; likely the same v5 loading regression." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but one is ignored on loading composite checkpoints and the other leaves config.dtype stale after from_config; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is ZeRO-3 load failure and the other is save_pretrained key regression; not the same underlying defect." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Completely different reports: GraniteMoEHybrid invalid method vs Nemotron example breakage." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both point to a v5 tokenizer/model-loading regression on specific BERT-style repos; same underlying load failure family." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffer initialization and the other is notebook/custom-model init behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different failures: Qwen3-MoE LoRA compatibility vs resize_token_embeddings not affecting output_embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is incorrect inference results with AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and bugs: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load issue." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different topics: Qwen3 MoE training memory inefficiency vs quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different causes: GLM-4.7-Flash unit test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: Qwen3-MoE LoRA compatibility vs T5Gemma resize_token_embeddings propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: GLM5 vs quantized model save/load with sinq." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different failure mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: model-specific embedding/output modules are not updated after resizing." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Related to loading/saving, but extra_state handling and unexpected _is_hf_initialized are separate bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures: packed-sequence misinterpretation vs s_aux=None crash on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different issue classes: tokenizer vocab-size mismatch vs model/tokenizer loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated: SigLIP2 docs example errors vs GLM5 model issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model-specific bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output/model classes: ModelOutput key assignment bug vs VideoPrism hidden_states return bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate families are supported by the packet: 44451/44488/44991 form a plausible v5 loading/tokenizer regression cluster, and 45276/45335 clearly share the resize_token_embeddings propagation bug. The rejected pairs mostly stay appropriately separated by model, component, or failure mode." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "b4fcd2f16b23d6a66fea38cee914616bc91a82669850364a764fbf42296a752e", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many unrelated bugs. The only clear duplicate family is the resize_token_embeddings regression around output/decoder embeddings (Gemma4 / T5Gemma / generic output_embeddings reports).", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45292 is the broadest, most central report in the resize_token_embeddings family; it best represents the shared embedding-resize regression that also shows up in the Gemma4 and T5Gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best overall issue representative only because it captures the common resize_token_embeddings symptom most directly; otherwise the cluster is too diverse to have a strong single canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model areas and failures: FSDP2 shared_kv_states KeyError vs AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tie-weight problems, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/offloading and OOM, but one is offloading behavior and the other is reserved-memory growth; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated problems: gradient checkpointing with LoRA vs T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: init_empty_weights/_is_hf_initialized loading error vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: init_empty_weights TypeError vs MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 quantization OOM and disabling mmap on Strix Halo are different causes and code paths." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing complaints: ineffective with LoRA vs disallowed in eval mode." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading breakage vs mmap/OOM mitigation; no shared concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: both report that model embeddings/output embeddings are not updated correctly." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example failing are not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient-checkpointing limitation is unrelated to RLHF NaN explosions from Qwen3.5 position IDs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong-module loading after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenizer behavior, but BPE marker handling and continue_final_message are different concrete bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression do not share the same root cause." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings family: one report is generic output_embeddings, the other is the T5Gemma decoder.embed_tokens symptom." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are token/vocab-related, but one is out-of-vocab pad/unk tokens and the other is a model loading failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer max_steps calculation on resume are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization and extra_state save/from_pretrained handling are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are not the same concrete issue." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and leading-space round-trip correctness regression are different behaviors." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs regression and convert_tokens_to_ids slowness are unrelated tokenizer bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pairs are the resize_token_embeddings variants, which are strongly supported by the titles and similarity scores. The rejected pairs are generally framed cautiously and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46489", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46897", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "4e1245380586fcec15596b56b9dde90bedbc18b7020aa6e046beef2780c8e5a1", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy grouping of unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like true duplicates. If a representative issue is needed, pick a broad core-loading regression rather than a model-specific report.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43611 is the most general cross-model regression in the set, centered on core Transformers v5 loading behavior (`base_model_prefix`) rather than a single model family or edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best anchor because it describes a broad loading breakage that could plausibly subsume nearby loading-related reports, whereas most other issues are narrowly scoped to one model, one pipeline, or one environment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return behavior and `from_pretrained` inside Python classes are different code paths with different failure modes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention/Qwen3.5 cache crash and a template compilation error are unrelated subsystems and bugs." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is a `base_model_prefix` loading issue and the other is notebook-defined custom-model initialization; not the same defect." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Torch version/compiler flex attention failure and Gemma4 device-mapping mismatch are distinct problems." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 compatibility and YOLO multi-GPU `device_map=" + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A torch compatibility issue and a Mistral-3 dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility and Gemma4 forward device mismatch are different issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 paged-attention crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both concern docs, but they cover different deprecated pipeline/task mentions and are not the same documentation bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and a mask shape `IndexError` are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and a template-node compilation error are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for est-roberta are separate model/tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment logic are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver interpolation with non-default image resolution." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer init conflict and `gguf_file` loading failures affect different loading mechanisms." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq save/load breakage and `continue_final_message` on mistral_common tokenizers are distinct tokenizer/model persistence bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` handling in save/from_pretrained and `text_config` unwrapping in composite Qwen configs are different issues." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of one bug and a tokenizer continuation bug are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are related only by family name, not by the concrete failure." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification with `num_labels=1` and ASR double-shift training loss are different training bugs." + }, + { + "left": "issue:45081", + "right": "issue:44991", + "accept": false, + "reason": "Mistral regex patch crashing and est-roberta tokenizer loading failure are different tokenizer problems." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch during forward and Gemma4 4-bit dtype-cast corruption are distinct multimodal bugs." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification loss degenerate to zero and Florence2 double-shift training loss are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel indexing failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "`extra_state` serialization and TimesFM `window_size` attribute lookup are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a model load failure and the other is a Mistral regex patch crash; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` and DeepSeek-Coder v1 producing incorrect output are not the same underlying tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "BPE marker handling in a tokenizer and lm_head weight tying in Mistral3ForConditionalGeneration 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": 23, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46869" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43883|issue:44488", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:40444|issue:46326", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:45084|issue:46869", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "ceaed913e6a6317e7fc14e0af508437b6bd99d7fabfd3a583bbea4a502cca338", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers/ML loading regressions were grouped by superficial title similarity. I found one clear duplicate-like area around the Transformers v5 non-persistent buffer regression, but the rest do not look like the same underlying bug.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44534 is the clearest, most concrete report in the set: it names a specific Transformers v5 regression and a specific failure mode (non-persistent buffers being filled with junk).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best representative issue because it is precise, version-scoped, and describes a single actionable bug rather than a broad loading/error symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading regressions, but they affect different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU positional-encoding issue in XLNet and Qwen3.5Moe CPU-offload issue are different model-specific bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping failure and compiled flex_attention failure are unrelated changes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and runtime post-processor update behavior do not share the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are distinct problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but one is model-specific and the other is a broader version regression; insufficient evidence they are the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about buffer contents and the other about custom model initialization; different underlying bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load failures; no shared concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend omission and backend-mapping validation error are related only broadly, not the same bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different symptoms/code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature extraction issues, but the titles point to different failures and there is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF regression; not enough evidence of the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are different problems." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures on different models, but no evidence they share the same concrete root cause." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI encoder batching/padding-mask bug are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they describe different failures and code paths; not safe to merge as duplicates." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template-node compilation error and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper run failure and YOLO multi-GPU loading failure are different model-specific bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are different Transformers v5 regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43742", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466", + "issue:44008|issue:46899", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991" + ], + "prepared_review_unit_hash": "eb0528d68b84bf83da37f005f3ae3bee8cabc16ff28a6dd08341bc7fe4868b50", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36880, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with many distinct v5 regressions around loading, tokenizers, multimodal preprocessing, and generation. Only two pairs look like true duplicates/same-root-cause reports in the same concrete code path.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43611 is the broadest umbrella for the shared theme here: v5 loading/serialization regressions. It is the closest representative of the cluster, though many members are still distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it captures the most general and recurring failure mode (v5 model loading breakage) without overfitting to one narrow model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen family, but different bugs: output_hidden_states behavior vs temporal position_id scaling in VL rope indexing." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-specific latent/forward mismatches, but they affect different models and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong shape/type." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model class and the other is save_pretrained serialization varying by device." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but the causes differ: variable name collision in Gemma3n vs unsafe dtype casting in Gemma4 embedders." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model mismatch, but they are different model families and different preprocessing errors." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "One is a broad load failure for a specific repo; the other is a tokenizer regex patch crash. Different bug surfaces and fixes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated training early-stopping logic vs TrainerState token counting." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer-loading failures; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related and version-sensitive, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs key error loading a different model; not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer regressions; one is AddedToken special-arg duplication, the other is a model/tokenizer load failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is a different problem than a cache API return-type bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both touch FP8, but one is model/config loading and the other is missing storage support during serialization/deserialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/input issues, but they concern different models and different failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "These look like the same Qwen VL temporal-position regression: both concern the same rope/position-id code path in v5.3.0 across closely related model variants." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 init-flag breakage is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization bug, with 45357 narrowing it to incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading regression vs auto device-mapping CUDA assert; unrelated code paths." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is a load failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech config strictness." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype concerns, but they are different models and different failures (preprocessor/model mismatch vs 4-bit cast bug)." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 internal regressions, but base_model_prefix loading and non-persistent buffer initialization are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is dataset/finetuning failure with multiple images and the other is temporal position scaling for still images." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise is not the same as a tokenizer load failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays high-level about a cluster dominated by diverse loading/tokenizer/multimodal/regression reports, and it does not overclaim strong linkage beyond the two accepted pairs. The soft-edge calls are conservative overall, with the accepted pairs plausibly sharing a root cause and the rejected pairs reasonably treated as distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:45081", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:43404|issue:46899", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:41553|issue:43582", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "2e3d04c706940b8885cf43377260a9a9f79ddec61f34311796f84bc6c5a2176a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated bug reports, with two plausible duplicate subthemes: the Transformers v5 non-persistent-buffer corruption reports and the AutoTokenizer/tokenizer.json regression reports.", + "confidence": 0.62, + "canonical_issue_reason": "43644 is the clearest representative of the v5 non-persistent-buffer regression and has the cleanest near-duplicate wording in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Best single anchor for this cluster: it is a concrete, specific regression with strong duplicate-style phrasing, whereas most other items here are only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing misuse vs missing gradient-checkpointing support on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: `_is_hf_initialized` regression vs Apple Silicon mmap/OOM behavior." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model areas and failure modes: tokenizer BPE markers vs PEFT local-checkpoint loading." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and Float8 storage lookup error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal bugs: lm_head weight tying vs unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are VL/training issues, but the concrete failures and models differ." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely unrelated: perplexity regression vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` init arg vs missing Float8 storage support are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading regressions with different root causes and models." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset failures." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length issue are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: `_is_hf_initialized` flag vs non-persistent buffer junk." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update bug and add_special_tokens BOS/EOS failure are related to tokenizers but not the same concrete issue." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue vs init_empty_weights `_is_hf_initialized` TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backends, but the concrete packaging and runtime errors differ." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Same tokenizer regression: AutoTokenizer ignoring tokenizer.json plausibly explains wrong Granite token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug and non-persistent-buffer junk are different regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration vs single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batch-vs-single padding-mask bug in MIMI and Gemma3 NaN embeddings are similar in theme but not the same code-path problem." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issue and Sam3Model text-encoder loading are different model bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading/init regressions, but the concrete bug reports are distinct and not clearly the same code-path failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical duplicate wording: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA issue and Qwen3.5 save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly unrelated similarity matches and only calls out two duplicate-like subthemes that are actually supported by the titles. The accepted pairs are conservative, especially the exact non-persistent-buffer duplicate wording and the AutoTokenizer/tokenizer.json match. No soft-edge verdict appears to overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "70009c22b516d68ceef7da8b2e75408815f70f8cf73d559011231c7dfd02b516", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38116, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate looks credible: the two SigLIP2 reports likely describe the same underlying model/implementation regression. The other candidate pairs are mostly adjacent subsystem issues but differ in concrete failure mode, model, or code path, so they should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Among the SigLIP2 pair, issue 43994 is the better canonical because it is the clearest user-facing regression report with a standard AutoModel/pipeline repro; issue 43493 reads more like a comparative diagnosis of the same mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the strongest overall issue candidate here: it is concrete, reproducible, and describes the same SigLIP2 failure in a directly actionable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/export regressions, but they hit different mechanisms: torch_compilable_check export failure vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing wrong/nonsensical outputs, and the titles point to the same underlying model implementation mismatch." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different concrete failures: finetuning with multiple images per prompt vs video vision_position_ids regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve qwen2.5-vl position IDs, but one is a still-image rope scaling bug and the other is a video-input vision_position_ids bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen2.5-VL rope/position ID handling versus Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs GGUF loading for Qwen2.5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "TypeError from init_empty_weights has a different cause than strict config blocking granite_speech loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenizer conversion performance are distinct issues." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is not the same bug as qwen2.5-vl video position IDs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is a different path from torch.export failing on torch_compilable_check models." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated symptoms and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device map cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different defects." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Missing lm_head tying in AyaVision is not the same as Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to torch.export failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Gemma4 PLE device mismatch are different models and failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask inconsistency is unrelated to OmDet processor/model image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming window mask off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed MOE weight conversion and missing supports_gradient_checkpointing are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS issue and the other is broader wrong token IDs across multiple models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weights generation issue and bfloat16 dtype mismatch in CI are distinct problems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single MIMI encoder inconsistency is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are different defects." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model and LoRA gradient checkpointing ineffectiveness are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is stated cautiously enough. The rejected pairs are conservative and the SigLIP2 pairing is a plausible duplicate based on the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:43526|issue:43883", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43881|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44734|issue:46858", + "issue:44610|issue:44898", + "issue:42915|issue:43317" + ], + "prepared_review_unit_hash": "ea4770aedc370f6d7854308a6b8180f8773a249d176a1e5511591783b571c52f", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37628, + "estimated_input_tokens": 9407, + "estimated_eval_tokens": 19070 + }, + "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 spanning Trainer resume logic, quantization/offloading, model loading, tokenizers, processors, and generation. None of the soft edges look like true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the best available anchor because it has the broadest offloading/quantization scope and the most discussion/inbound references among the loading/memory-related reports, but it is still not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative of the cluster's recurring model-loading/offloading theme and has the highest signal, even though the cluster itself is not a single duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: 3d_parallel.py runtime problem vs Qwen3Moe FineGrainedFP8Config error." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is device_map loading for a dequantized model and the other is a broader quantization offload regression; not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading issue is distinct from non-persistent buffer initialization junk." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression is unrelated to Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading failure are different model/tokenizer problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are different model-specific loading crashes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to the 3d_parallel.py execution issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x is distinct from T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a device-mapping crash and the other is flash-attention generation corruption; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Tied-weight serialization inconsistency is different from Qwen3.5 visual encoder key saving regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss kwarg regression and Qwen3Moe FP8 load failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is not the same as version-dependent tokenization behavior." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a model/eval-quality issue, not the same as tokenizer behavior changing across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading for est-roberta are separate config vs tokenizer failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash and bfloat16 dtype mismatch in inference are different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are both Trainer-related but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping crash and 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload regression and Strix Halo mmap OOM are both memory-related but not the same underlying issue." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission is a generation bug, while get_seq_length returning a device tensor is a cache API arithmetic bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression with images is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram int error in MoE is unrelated to TimesFM window_size attribute failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are loading/execution failures, but Bamba SDPA compile and bark-small CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage is a different issue from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying/serialization bug and Qwen3.5 visual encoder key regression are different multimodal saving issues." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and static-cache seq_length device tensor arithmetic are distinct generation/cache bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet processor output resolution mismatch and Perceiver interpolate_pos_encoding failure are different vision preprocessing/model-input 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": 23, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:44008|issue:45823", + "issue:46821|issue:46869", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:43526|issue:43881", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "3fe6fe17a55432fab52d2859c1f100658f799ccea47e56ee9b50da7ae9588767", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34697, + "estimated_input_tokens": 8675, + "estimated_eval_tokens": 17606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the titles point to many unrelated bugs across tokenizers, multimodal processors, generation/cache paths, configs, quantization, and docs. None of the soft edge pairs look like the same underlying issue, so no duplicates were accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not cohere around one bug, and the soft-linked pairs are distinct problems rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster anchor because the items span unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are multimodal serve crashes, but one is a `'str' object has no attribute 'to'` batching path and the other is a `Gemma4Processor` `_tokenizer` attribute error; different code-path failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import failure is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs in different models and paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM `window_size` attribute error is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache, but one is inconsistent chunked generation with compiled forward and the other is a static-cache slice arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device map CUDA assert vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression do not describe the same issue." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the pipelines import/version-revision dependency error." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizer classes and task flows, so they are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different configuration issues." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same problem as TimesFM `window_size` AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading failures." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping setup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with `inputs_embeds`/`past_key_values` are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are separate multimodal issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 `add_special_tokens` load conflict are unrelated tokenizer problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Quantization memory regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset loading are different processor 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": 23, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704" + ], + "prepared_review_unit_hash": "7478cb06b72403592666cc8a74a9b7b77b1377bd991777bc348e691f89b8f4c1", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only clear near-duplicate theme is the pair of issues about non-persistent buffers being filled with junk in Transformers v5; the rest are broad but distinct model/config/load/runtime bugs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43644 is the earliest and most concrete report of the repeated \"non-persistent buffers with junk\" regression, and it is the closest true duplicate anchor in this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it names a specific, reproducible regression and matches the clearest near-duplicate wording in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload problems, but they are different failures in different models/code paths (Bark CPU offload mismatch vs BitNet packed-weight unpacking)." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "One is about non-persistent buffers being corrupted; the other is an inconsistent from_pretrained behavior in Python classes. Related area, not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen/TimesFM configuration bugs with different symptoms and fixes; only the broad \"config\" theme overlaps." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning is unrelated to the multimodal video token counting undefined-name bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/box odd behavior are different bugs with no concrete shared failure mode." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving/runtime failures in different processors/models; not the same underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as static-cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window sizing, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are entirely different problems." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both touch multimodal model loading/saving, but one is wrong saved visual encoder keys and the other is missing text encoder weights on load." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config and CPU-offload incompatibility in rotary embedding are separate Qwen3.5 issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior and Float8 storage lookup errors do not indicate the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation and num_labels propagation are different config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Although both mention from_pretrained/loading behavior, the concrete failures are different and not mergeable into one fix." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT load failure are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different failure types: image-resolution mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Propagation of num_labels and degenerate zero loss in single-label classification are related only at a high level, not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure and PIL image-processor torchvision dependency regression are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient explosion are unrelated training bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are not the same failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve docs/processor mismatches, but they concern different models and different concrete mistakes." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters and sinq quantized save/load breakage are distinct persistence bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updating and config token-ID loss after save/load are different tokenization bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping assert and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode and an apex memory leak in T5 have no shared underlying code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:44361", + "issue:43550|issue:45072", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44008|issue:46858" + ], + "prepared_review_unit_hash": "84e57fe20f2f5a4f17db086909b18df6485974ea675b4226dc3286f89496a1fe", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated or only loosely connected. Two soft matches stand out as likely duplicates or closely related reports: the identical Qwen2_5_VLProcessor.apply_chat_template padding=False crash, and an offline tokenizer/cache regression involving HF_HUB_OFFLINE and _patch_mistral_regex. The evidence here is mostly title-level, so I\u2019m keeping the offline pair as closely related rather than asserting an exact shared root cause.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44514 is the cleanest canonical issue anchor because it shares the same apply_chat_template padding=False failure title with issue:44545 and appears to be the broader report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest global issue representative: it is a clear duplicate candidate with the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash, while the other soft matches are weaker or clearly different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both point to an offline-mode tokenizer regression: one reports cache loading failing under HF_HUB_OFFLINE, and the other says _patch_mistral_regex unconditionally calls model_info() and breaks offline mode." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: a T5 memory-leak issue versus a Nemotron capability-flag issue." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template padding=False crash; the titles match exactly and this looks like the same reported failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: Qwen3.5 input-embedding unpacking with TRL versus trainer evaluate/train lifecycle behavior." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different subsystems and symptoms: multimodal config unwrapping versus a gradient-checkpointing flag issue." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: PEFT adapter checkpoint loading versus quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-level bugs: SigLIP2 nonsense outputs versus CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch while the other is an implementation discrepancy; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different issues: Mamba2Mixer cache correctness versus a T5 decoder-input error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer areas, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading versus video position id correctness." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Unrelated tokenizer issues: runtime special-token updates versus LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/indexing, but the concrete failures differ and do not clearly share one underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same helper area, but the symptoms differ enough that they do not clearly reflect one underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation maps versus a GenerationMixin import error." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated tokenizer regression versus a hub API forwarding bug." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model bugs: output-field mix-up versus an RT-DETR feature-level type error." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache sequence-length contract bug versus a VideoPrism output-field bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to quantization/offloading." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model behaviors: packed-weight loading versus DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug versus BitNet packed-weight loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input issues, but one is a processor/tokenizer regression and the other is a long OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer failures: AddedToken constructor misuse versus a model-loading failure." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: a Bamba SDPA/torch.compile bug versus an MLukeTokenizer attribute error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: SDPA compilation bug versus dtype mismatch in inference." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: DeepSpeed zero3/BertModel indexing versus fbank feature extraction." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input reports, but they target different models and different failing stages." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: Qwen2.5-VL video position IDs versus a long-context FA2 performance regression." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: Gemma3n forward variable collision versus static cache sequence-length tensor arithmetic." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. The two accepted soft pairs may well be related, but the packet only gives titles/body lengths and similarity scores, not enough to justify claims like \u201cexact same crash\u201d or a specific shared mechanism for issue:42886 and issue:44843. Please downgrade these to conservative language such as \u201clikely duplicate/closely related\u201d unless the bodies explicitly confirm the same root cause. The overall conclusion should stay grounded in the visible evidence and avoid asserting exact duplication from title-level similarity alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46665" + ], + "soft_pairs": [ + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:34634|issue:36010", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "f32181dee1ca3bd7e0e79d58b55318dd7d5b3d4ae0fad6afa80113b2fe76467a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35653, + "estimated_input_tokens": 8914, + "estimated_eval_tokens": 18084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated Transformers issues. The only borderline-related pair is the Mistral `_patch_mistral_regex` reports, but they describe different failure modes, so there are no true duplicates to merge.", + "confidence": 0.9, + "canonical_issue_reason": "45081 is the most concrete and actionable issue in the set, with a clear reproducible traceback and multiple inbound references. The rest of the items are heterogeneous and do not form a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45081 is the best representative issue to anchor triage because it has the sharpest bug report and sits in the only closely related subtopic; however, it should not be treated as a true duplicate of 44843.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different models and failures: sliding_window/MoE behavior vs missing fields in AutoConfig with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs Perceiver image-classification resolution handling; different subsystems and symptoms." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs add-new-model-like tokenizer mapping issue; no shared concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model-level regressions." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for est-roberta are unrelated failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer count are distinct model-configuration problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents output mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but one bug is an unconditional model_info() call breaking offline mode and the other is a backend_tokenizer attribute crash; related code, different defects." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and stale docs about removed pipeline tasks are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors have no common underlying code path." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors and Kosmos2.5 long OCR index errors are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe and Gemma 3n variable-name collision are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug and FSDP RAM-efficient loading failure are not the same problem." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate zero-loss classification behavior are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are distinct issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram support for Int are unrelated failures." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription handling and Kosmos2.5 long OCR indexing do not share a concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Last-batch label dropping in gather_for_metrics is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task messaging/docs regression and SigLIP2 nonsensical outputs 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": 23, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846" + ], + "soft_pairs": [ + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43716|issue:44008", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:46294|issue:46463", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728" + ], + "prepared_review_unit_hash": "d136e9141653af35aff636d853d736e257efd4f4370069c13490568e59cbc518", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35050, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct regressions across different models, loading paths, or utilities. The tokenizer pair is the only plausible overlap, but the packet does not show enough evidence to treat it as a confirmed duplicate; it should be framed as a likely related report rather than an accepted duplicate.", + "confidence": 0.56, + "canonical_issue_reason": "issue:28218 is the strongest representative of the tokenizer spacing symptom because it is the earlier, more concrete report and has inbound references, but the evidence only supports a plausible match, not a confirmed duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best issue candidate because it is the most specific description of the tokenizer spacing regression and the earliest anchor among the related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failure modes: Qwen video-input regression vs Kosmos2.5 OCR/long-input indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is a weight_only load error and the other is a flash-attention generation issue; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP-2 dtype/loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption and StaticCache return-type mismatch are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for one model and kernels import/dependency failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures: image preprocessor/model dtype mismatch vs Gemma3n variable collision in forward()." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are not the same underlying issue." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removed helper breakage and unsafe sys.modules access are distinct root causes for trust_remote_code failures." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP-plan entries are different loading/parallelism problems." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Separate video-input regressions in different model families with different symptoms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Incorrect translation-task error message and stale docs after pipeline removals are related thematically but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train are different training/runtime failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They look plausibly related around tokenizer added-token handling and slow/fast inconsistency, but the packet does not establish the same concrete bug well enough to merge as duplicates." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatch are different inference/loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument mismatch are different breakages." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage differs from from_pretrained behaving inconsistently inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related in theme but not clearly the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP-2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss argument mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different changes." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing issues, but one is over-padding and the other is patch-count calculation for a different model." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and grounded in the titles, but the summary overstates the tokenizer pair. The packet does not show an explicit duplicate link or accepted-duplicate status between issue:28218 and issue:29159; it only shows similar wording and inbound references on issue:28218. Phrases like \"accepted duplicate pair\" and \"earlier anchor report\" are stronger than the evidence supports. Please keep that pair framed as a plausible match rather than a confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "665b662b7d59170b11b21901a7e01c159435b5784f0add6ade28fc70ba0bcb0f", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad similarity in language (loading, config, quantization, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The broadest, most representative issue is the general remote-code regression report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set: it describes a general regression affecting recent Transformers versions and remote_code models, which makes it the best umbrella anchor for this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative issue overall because it captures a cross-cutting regression pattern rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Completely different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate mismatch is unrelated to DAC latent reconstruction behavior." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL models and different failure modes: weight_only loading vs rope/position-id scaling." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error and the other is a continue_final_message tokenizer bug; not the same code path." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different objects and failures: tokenizer regex patching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to CUDA float16 loss crashes." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba SDPA/torch.compile correctness issue is not the same as MXFP4 loading fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading key error is a specific model/config issue, not the same bug as the broad remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels bug is unrelated to RTDetrV2 output changes." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but one is a tied-weights implementation bug and the other is a user-facing warning during LoRA fine-tuning; too different to merge." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF support breakage is a different loading path from EMBEDDIA tokenizer loading failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction bug in BEiT is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to the FP8/B200 inference failure." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different breakages with different mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window logic has nothing to do with PIL backend torchvision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 training crash on non-pretrained BERT is not the same as evaluate-after-train behavior." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging backend omission for tensorflow is unrelated to importing pipelines with kernels v0.15." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and text_config unwrapping in AutoModelForCausalLM are different config-loading 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": 23, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:29159|issue:34567", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44857|issue:46832", + "issue:43454|issue:43577", + "issue:43525|issue:46291", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "0b6f4884fa72b20d3c1eded454447318bd00a7e34f28bbf649431ae6b0ea95f1", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not contain a true duplicate cluster: the soft pairs are mostly same-subsystem, different-bug reports (tokenizers, video inputs, memory, loading, cache, etc.). I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43257 is the best single issue anchor because it is a concrete, reproducible loader failure with a clear model/config combination and a specific bad behavior, making it a strong representative bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43257 is the strongest standalone issue in this set for triage purposes: narrow scope, explicit failure mode, and likely actionable root cause. It is not a duplicate of the others, just the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-processing regressions, but one is zero-probabilities in SigLIP2 while the other is an input-size mismatch in OmDet-Turbo; different code paths and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7 load/test failure versus Qwen3.5 flash-attention generation regression. Same broad area only." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM during inference." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate handling and Whisper batch_decode skip_special_tokens are separate processor bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Sam3Video inference OOM; no shared concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen models, but one is MoE weight conversion under accelerate/deepspeed and the other is a VL shape-mismatch loading failure." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern bad exception handling, but they affect different code paths and errors; not the same underlying bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is incorrect batched video processor output shape." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The v5.3.0 video regression is broader and model-specific; this issue is a missing/undefined code-path in multimodal token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3 MoE FineGrainedFP8 config versus a MobileLLM key error during loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is broken FSDP CPU-RAM-efficient loading and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug: one is an empty/invalid issue, the other is a reproduction of a separate upstream issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights TypeError and PIL backend torchvision requirement are unrelated loader/environment regressions." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/memory-sensitive model behavior, but one is CPU-offload device mismatch for bark-small and the other is a Qwen3_5Moe rotary embedding compatibility bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updating are distinct issues in different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error and DiffusionGemma image-text-to-text pipeline failure are different model pipelines and bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig custom-token-ID persistence and gpt-oss-20b MXFP4 quantization fallback are unrelated loading/quantization issues." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and BART decoder_attention_mask unbound are entirely different errors." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different root causes/symptoms." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level TypeError are different detection-model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying causing garbage text and Blip2 dtype mismatch are separate model-initialization problems." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to transformers.pipelines import failure with kernels v0.15." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading regression and CLIPTokenizer model_max_length misuse are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:45538|issue:46869", + "issue:28282|issue:34689", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "3959a113185a47102c0a86b994680d06496299aae720f5c8b06369702e787585", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35160, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports across different models, tokenizers, training paths, and platform issues. The only plausible duplicate-like pair is the Qwen video-input regression pair; the rest do not look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the best umbrella issue: it describes the broad v5.3.0 video-input regression affecting multiple Qwen VL variants, and it can naturally subsume the narrower Qwen2.5-VL report in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative global issue because it captures the broadest recurring bug pattern in this set and has the clearest scope for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failures are unrelated code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is an environment/import error for PyTorch availability; the other is a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output-difference regression and Qwen3.5 save_pretrained key mapping are different bugs in different model flows." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are not the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels revision/version requirement failures are separate dependency issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length are different subsystems and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend from an install extra and a missing Qwen2_5_VL import are unrelated packaging/model issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import failure and LayoutLMv3 box-content error messaging are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "The former is a functional video-input regression for Qwen VL models; the latter is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-loading failure for est-roberta are different tokenizer bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading KeyError and init_empty_weights unexpected argument are distinct loading-time errors." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are unrelated trainer/model issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One concerns model/qformer parameter dtypes after loading BLIP2; the other concerns config.dtype staying stale in from_config." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are unrelated training/loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and tokenization-version changes do not describe the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breaks and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta and missing PyTorch import are not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and forwarding revision in list_repo_files are different repository/API issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failure modes and likely different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video processing, but the models and errors differ enough that they do not clearly share one underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "These are different tokenizer regressions affecting different model families and tokenization behaviors." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow install-backend packaging and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen2.5-VL video-input regression, with 45381 looking like a narrower manifestation of the broader bug in 44479." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading are different multimodal issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 44479 is clearly the broad v5.3.0 video-input regression issue, and 45381 is a narrower Qwen2.5-VL manifestation. The other soft-edge rejections are conservative and generally supported by the issue titles and descriptions. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:45672|issue:45674", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:43531|issue:44821", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:44625|issue:44877", + "issue:45357|issue:45920", + "issue:45663|issue:46846", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "6a0cb6e6f97754beb9a2e5b671628e2c81382db7fbb66256eeb3d68ac355d7f0", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformer bugs/regressions across different model families and subsystems; there is no strong duplicate group, so the best representative issue is the broad AutoTokenizer regression thread.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest, most canonical representative: it describes a concrete v5 tokenizer regression impacting multiple model families with clear reproduction and scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best single issue to anchor the cluster because it is well-scoped, high-impact, and explicitly spans several affected models, unlike the more model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-processing bugs, but they affect different models and failure modes: zero probabilities in SigLIP2 vs Perceiver resize/interpolation handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but one is Qwen3OmniMoe-specific processing and the other is a broader v5.3.0 regression across several Qwen video models." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: loading Qwen3 MoE weights with accelerate+deepspeed vs Smollm3 dropping RoPE layers." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving a new num_items_in_batch kwarg." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer issues, but one is AddedToken kwarg duplication and the other is a Mistral regex patch crash on tokenizer internals." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but the underlying bugs differ: uint8 audio-module finfo handling vs llm_int8_skip_modules clearing the default lm_head exclusion." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a PIL backend dependency regression in image processors; the other is a tokenizer regex patch crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/SmolLM model bugs: missing RoPE layers vs missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Loading facebook/MobileLLM-125M hits a key error, while the other is about missing Float8 storage support." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/positioning, but one is a Smollm3 architecture/config issue and the other is a Qwen2.5-VL temporal-position scaling regression." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space strip on encode/decode round-trip." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "A dtype mismatch in Mistral-3 image preprocessing is unrelated to DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A release/version pin issue for PEFT is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug and T5 decoder-input validation message bug are different code paths and symptoms." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is an official Nemotron example failure. No evidence they are the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and mechanisms: Blip2 dtype propagation vs SwitchTransformers/TimmWrapperModel bfloat16 mismatches." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Bart generate decoder_attention_mask initialization bug are different failures." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a performance regression in FA2 long-context generation." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking pretrained loading APIs is not the same as failing to load a specific model name." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different regression classes: RTDetrV2 output changes vs VideoPrism output field mix-up." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are distinct config-loading issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained visual-encoder keys and the other is tokenizer ID regression; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen3.5 TP plan omissions are separate model-parallelism bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing failure is unrelated to the FA2 long-context performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829", + "issue:46899" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:28282|issue:32090", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:45372|issue:46170", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "e4bd37474154bca0cbe609560fca147be35836d419d3271f2e6e2c7234b5c260", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: most items share only broad subsystems (tokenizers, configs, loading, regressions) but not the same concrete bug. I selected a broad, detailed v5 tied-weights regression as the representative issue, and rejected all soft edges as non-duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45005 is the most comprehensive and broadly framed report in the set, with a detailed description around tied-weights behavior in v5 and enough scope to serve as the cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is also the strongest standalone issue candidate: it is detailed, impactful, and describes a concrete regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is about reload defaults and the other is a JSON-list validation TypeError; different bugs and code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: XLNet CPU allocation vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is a BeitImageProcessorFast reduction bug and the other is a sequence-classification loss edge case." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas entirely: T5 decoder-input validation messaging vs Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output mismatch and the other is Qwen3.5 checkpoint serialization; not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel import failure without PyTorch and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet unpacking during accelerate loading and Perceiver positional interpolation failure are different load-time bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the first is a generic trust_remote_code AutoConfig issue and the second is a specific Qwen3_5MoeVisionConfig strict-field omission." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but CLIPVisionModel missing hidden_states and VideoPrism misplacing last_hidden_state are distinct model/output bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input error text are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to treat as the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different regressions." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different tokenizer classes and different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure do not share the same code path." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer/from_pretrained, but one is gguf support breakage and the other is an offline-mode Mistral regex patch issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: SIGLIP2 zero probabilities versus processor.tokenizer/image-tokenizer access breakage." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "MoE auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but Siglip2 nonsensical AutoModel results and Perceiver interpolation failure are not the same underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id and DiffusionGemma image-text pipeline failure are different problems." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import failure due to mistral_common and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing in v5.57.5 and the other is Kimi-K2.5 codec/regex behavior; different concrete bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-selection issues, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are distinct failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a global v5 clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and a key error while loading MobileLLM-125M 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": 23, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "4d5ee0ecd881ddeda74b0bbda55e9494bf7068035875597ea31ad5093599bd92", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37391, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, generation/cache issues, quantization/load-path failures, and unrelated device/compiler problems. None of the soft pairs look like the same underlying bug, so no canonical duplicate target emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bug classes and model families, so none can credibly represent the whole cluster as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too broad and the closest-looking issues still have distinct root causes and fix paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different missing-token behaviors." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and a CLIP bus error on MacOS are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "One is custom model initialization breakage in v5; the other is FSDP CPU-efficient loading. Different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading, but gguf/AutoModel loading and Blip2 dtype propagation are separate bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Sam3 text encoder weights not loading are distinct model-specific issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but one is an offline hub lookup bug and the other is a specific model tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in a tokenizer is not the same as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation under compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure and DiaConfig token-ID loss have different roots and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 attention/sliding-window issue and the other is classification-head checkout/init behavior." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are separate Qwen issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "An MoE auxiliary-loss bug and DeepseekV3MoE divergence from remote implementation are not the same change." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping affect different generation paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training do not share a concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Tied-weight serialization depends on device, while sinq quantization breaks save/load; separate problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different loading failures." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping on A800 and compiled-forward chunked generation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "trust_remote_code missing fields and is_torch_fx_available removal break different parts of remote-code loading." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage and Qwen3.5 tensor-parallel plan gaps are different problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are separate bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small and DiaConfig custom token ID loss 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": 23, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "d3579e95dafe668c5a8465ff6666d531aecab9128b977d42cd399a9c46516224", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster does not resolve to a single duplicate set: most pairs are only superficially similar (shared subsystem or API surface) but describe different bugs, regressions, or models. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue overall because it describes a broad tokenizer regression with multiple inbound references, but it is still not a duplicate of the other issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: dtype drift in evaluation vs auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training request vs a trainer API signature regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug vs multimodal processor/tokenizer regression." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs an unrelated pipeline error message issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task attribute error." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs import failure caused by datasets package interaction." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but they fail on different inputs and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs an unreleased dependency version bump." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5, but for different models and different attributes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 label propagation bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading regression vs a specific model load failure." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch in Gemma4 forward pass vs quantized-model save/load breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP model loading." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs vs return_tensors being ignored in kwargs handling." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Model implementation discrepancy vs a DeepSpeed gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors vs a runtime regression in processor.tokenizer/image handling." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype mismatch vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different performance/inference regressions in unrelated model paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs serialization inconsistency for tied weights." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP crash vs multi-GPU training request." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions on different models; not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs FP8 inference failure." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype regression vs checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenization behaviors and models." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure vs offline-mode break from an unconditional hub call." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs dependency version pinning issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config serialization bug vs tokenizer task attribute error." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing import symbol vs storage-object type error." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM when loading a large model with tensor parallelism vs a PEFT version bump." + } + ] + }, + "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": 23, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:46858" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43504|issue:43653", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:46832|issue:46858", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:45084|issue:45520" + ], + "prepared_review_unit_hash": "72168c12f28785fe9acb3958049adcae2a7689c8aff9f7c8f44549e7dee28cc7", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous; the soft-similarity pairs mostly share a model family or subsystem name, but they do not describe the same concrete bug. I would not merge any of the candidate pairs.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and has the strongest external linkage, so it is the least arbitrary anchor if a single canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative of the overall cluster\u2019s recurring resource-management/runtime themes, though the cluster is too mixed to support a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: legacy config field on Beit loading vs. CPU offload device mismatch in Bark." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different failure modes: hidden-states output bug vs. incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MOE loading, but one is about weight conversion with accelerate+deepspeed and the other about a transformers dev regression loading Qwen3VL MOE models." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM-shape issue." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different problems: categorical cardinality limit vs. accuracy regression after a version upgrade." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and code paths: TimesFM window_size attribute handling vs. RT-DETR backbone feature-level mismatch." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model structure/key changes, but one is an unexpected position-id key issue and the other is a CLIP text-model API inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device-mismatch bug during CPU offload; the other is a stale CI test failure in GraniteSpeech." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and symptoms: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs. RT-DETR forward feature-level error." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated runtime issues: missing Float8 storage class vs. flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute regressions, but they affect different models and different missing fields." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Related to composite Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is an AutoModelForCausalLM text_config unwrapping bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model families and failure modes: Beit legacy-field loading vs. BigBird tokenizer special-token registration." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: missing pad_token_idx after 5.0 vs. unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is max_cache_length handling only for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different product areas: GLM generation config validation vs. DiffusionGemma pipeline output wiring." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: RT-DETR backbone feature count mismatch vs. cache.get_seq_length device-tensor arithmetic under torch.compile." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but different bugs: missing mm_token_type_ids default vs. multi-GPU CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different issue classes: DeepSpeed ZeRO-3 gradient growth vs. model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are decode/runtime crashes, but the former is Whisper timestamp decoding and the latter is apply_chat_template on an empty list." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is a general offloading bug and the other is save/load corruption for sinq-quantized models." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated: Flash Attention 2 CI failures vs. MLflow reporting after failed training jobs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but OOM on multi-GPU inference is not the same concrete bug as a device mismatch during forward with device_map=auto." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs. unexpected key errors involving position ids." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: flash_attention integration crashes on s_aux=None vs. quantized model save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Unrelated issues: local-path import warning vs. CUDA OOM for GPT-oss-20b." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "No shared concrete bug: non-template-node compile error vs. flash_attn import KeyError." + } + ] + }, + "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": 23, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "9d568bbf20fb8df8a8a52e97eb98bae1bcd9cebff90f76dc326f51ef61e85e2d", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the soft pairs mostly share broad Transformers/model-serving keywords but point to different models, APIs, and failure modes. I reject all soft edges and see no clear duplicate anchor across the whole cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43295 is the closest broad representative of the cluster\u2019s multimodal processor/tokenizer regression theme, but the set is still too heterogeneous for a real duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best single issue to stand in for the loose processor/model-input regression theme, though it does not actually subsume the other reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing vs trainer token accounting; unrelated bugs." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d implementation vs SAM3 memory overflow; different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve crashes with different code paths and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs flex_attention import/version check; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support vs SigLIP2 zero-probabilities issue; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs DeepSeek accuracy regression; different failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash vs rope validation TypeError; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs DeepSeek regression; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression vs batched video shape bug; not the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure vs meta-device loading breakage; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash vs text_config unwrapping in from_config; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing error vs mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading issue; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash vs silent return_tensors ignore; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only fine-tuning token type IDs vs PLE device mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement bug vs return_tensors/text_kwargs behavior; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo size mismatch; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generation mask bug vs Flash Attention 2 test failures; different issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError vs backend mapping validation error; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug vs tensor-parallel OOM; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Config field missing vs Qwen loading failure; unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs tokenizer codec regression; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention helper import vs missing Qwen2.5-VL class export; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus generation kwargs bug vs Qwen3.5 hidden-states bug; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example problems vs silent return_tensors ignore; 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": 23, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:44792", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:43388|issue:43526", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "1818585e800bc79d2863f8a347c45e7a22a8c815de78bbaf0e3735df421e63ea", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links mostly connect issues in the same broad area or model family, but not the same concrete bug/change. I would not merge any of the proposed pairs as duplicates; there is no single canonical duplicate here.", + "confidence": 0.92, + "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs (tokenization, multimodal chat templates, model configs, dtype/device regressions, docs, and inference failures), and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for duplicate consolidation: none of the issues clearly subsumes the others or serves as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both concern tied-weight / embedding behavior, but one is serialization of lm_head.weight and the other is LoRA merge collapse after vocab extension; different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash with tool-call assistant messages." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Completely different subsystems: tokenizer special-token registration vs a GraniteSpeech CI device override test." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated problems: Qwen2.5-VL position IDs vs FP8 inference failure on B200." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "Different models and code paths: XLNet CPU tensor allocation vs CohereASR training-loss shifting." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied output embeddings." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and causes: dtype drift in evaluate vs memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure; the other is a missing exported class import error." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structural inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class vs incorrect detokenization in DeepSeek coder; no shared bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are different API bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id missing, but they affect different config classes and are not shown to be the same code-path issue." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit multimodal dtype-cast failures are distinct problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and batched video output shapes are unrelated processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT label reduction bug and return_tensors being ignored when text_kwargs is passed are different preprocessing issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Gemma/Qwen multimodal behavior, but one is token-type IDs for text-only fine-tuning and the other is temporal position-id scaling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipelines and different deprecated arguments." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are separate hardware/runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing utility export/import after v5 removal is different from a missing Falcon-Mamba availability helper." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated model/runtime bugs." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is metric gathering on a last batch and the other is image-processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper 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": 23, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:46424|issue:46858", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "70e0c82f6ea39eaf59c0d6ceed1837158b273246706b0b37961034ccb729dace", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated model-loading, cache, tokenizer, vision, and CI regressions. None of the soft pairs look like true duplicates; they mostly share a broad subsystem name rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44521 is the most active and broadly useful anchor here: it is open, has multiple inbound references, and sits in the small chat-template/multimodal subgroup that has the most internal cohesion. That said, the overall cluster is still too diverse to treat as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative issue in this cluster because it has the clearest ongoing user impact and the most discussion/reference activity, while several nearby issues are related to chat-template behavior. It is still only a loose representative, not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: config max_cache_length handling vs device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different failures and models: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and loss crash are unrelated symptoms and code paths." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import problems: flash_attn key error on Python 3.13 vs Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Distinct loading regressions for different model families and different structural causes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "dtype propagation bug vs TimesFM window_size attribute error; no shared code path." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-length helper behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different processors/models and different failure modes: unsupported arg crash vs empty-transcription generation bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Probability-output issue vs memory-release issue; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config creation and tokenizer special-token registration are separate problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal flash-attention symbol import vs general torch-version incompatibility." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA model bug and a GraniteSpeech CI test failure are different issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and _gpu_broadcast_one NoneType handling are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error vs MacOS bus error in a CLIP model; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/model-state issues: output drift between versions vs recurrent state reset with cache." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config bug vs legacy-field pretrained loading bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure vs helper-function behavior bug; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch vs pipeline error-message regression; different scope." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Accelerate packed-weight unpacking bug vs CI device-override flake." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No meaningful overlap beyond being in the same library." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs trainer broadcast TypeError; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched-padding crash and the other is zero assistant masks for multimodal inputs; likely different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration bug vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs GraniteSpeech CI failure; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import regressions: _flash_supports_window_size missing vs HybridCache import failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call/no-content chat-template crash and mistral_common continue_final_message bug are different behaviors." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/tied-embedding collapse and category-count limit error are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression vs post_init reinitialization after resizing embeddings." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on processor vs meta-device placement with device_map='auto'." + } + ] + }, + "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": 23, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:43606|issue:44857", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "8b7099dd0772a4f18dabbe9c417e0c7c9833310010c6019b692462da2f36a6e2", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35543, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one soft pair looks like a true duplicate. The rest are distinct bugs spanning unrelated models, loaders, tokenizers, training, and device/dtype issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the clearest representative of the only strong duplicate pair: it is an earlier, concrete report of the Qwen3.5 MoE `from_pretrained` failure, and issue:45478 appears to be the same bug reported again.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue to keep as the canonical bug report because it is the clearest and earliest instance of the repeated Qwen3.5 MoE loading regression in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: flash-attention sink-less crash vs CPU offload rotary-embedding incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different bugs: local-path trailing-slash warning vs GLM-4.7-Flash model-loading failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report the Qwen3.5 MoE `from_pretrained` regression with essentially the same failure mode." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output drift vs DeepSeek tokenizer regression." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC latent/forward mismatch vs widespread position-id key warnings." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator error is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different concrete crashes: CPU-offload device mismatch vs float16 AMP CUDA loss failure." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Protobuf-import error masking tokenizer exceptions is unrelated to a missing import_utils helper symbol." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM during Sam3Video is unrelated to Swin2SR over-padding behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example failures do not match the position-id warning regression." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume key mismatch and Qwen3_omni_moe feature-length helper issues are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: `_gpu_broadcast_one` NoneType error vs MacOS CLIP bus error." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A model-component activation issue is unrelated to removal of `is_torch_fx_available`." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different model paths and symptoms: LwDetr loss crash vs bfloat16 dtype mismatches." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to `_get_feat_extract_output_lengths` behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability outputs and unexpected position-id keys are different regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART decoder attention-mask bug is unrelated to Trainer broadcast type errors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failure are distinct." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs regression is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression and multimodal video-branch undefined names are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video position-id errors." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs being lost on save/load is a different bug from loading the wrong custom module after save_pretrained." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue:45310 is supported by the earlier timestamp and identical issue title with issue:45478, and the other soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:46421|issue:46858", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "d94f606320f398e6b8e3479ee5e837e0096eb57b87591471fa85d98b5fb59de0", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37035, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, generation, training, quantization, cache/compile, and model-specific regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges are rejected and there is no clear canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated root causes and subsystems, so there is no shared duplicate target for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for this cluster because the supposed duplicates are only loosely similar by subsystem, not by underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different failures: DistilBERT model issue vs torch.jit.script GeneratorExp/export problem for ViT." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve generation/runtime failures, but one is Qwen3.5 flash-attention behavior and the other is Gemma4 multi-GPU OOM; different causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/parse-style failures, but one is Python 3.13 torch.jit import parsing and the other is a missing decorator on a Qwen3.5 kernel registration." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different multimodal code paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None AttributeError are separate runtime bugs." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash_attention utility import and missing TensorFlow backend in a torch install are different packaging/import issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is spurious recompilation from lazy init and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error is unrelated to Adafactor memory exhaustion in DeepSpeed." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output changes." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are both memory-related but not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression is unrelated to DeepSeekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and lm_head.weight serialization inconsistency are different model-behavior regressions." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-model trailing-slash import warning has nothing to do with quantization/offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa add_special_tokens BOS/EOS regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype change in eval is unrelated to Qwen2-57B TP OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same bug as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged generate() warning." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is not the same as the SigLIP2 docs example/model-processor mismatch." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except error swallowing are distinct bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save_pretrained/tokenization fail are different tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset with cache 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": 23, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43931", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46693" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:45491|issue:46693", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693" + ], + "prepared_review_unit_hash": "1330a457688e665299f0646f5cf89f2f214f74b9de889b93b46fe8cac063cc7d", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated tokenizer, generation, quantization, vision, export, and CI regressions. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected. If one issue must serve as the representative, issue 44462 is the cleanest standalone bug report.", + "confidence": 0.95, + "canonical_issue_reason": "If a single anchor is needed, issue 44462 ('AutoTokenizer ignores tokenizer.json from the repository') is the clearest, most self-contained bug report in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best global representative: it is concrete, reproducible, and narrowly scoped compared with the other mixed bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different failures: base_model_prefix model loading vs rope-validation JSON list typing." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import error and flash-attention None-handling crash are unrelated code paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FP8 config failure and the other is save_pretrained failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-specific bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor import failure and transformers serve attribute error are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token decode bug vs AutoTokenizer loading the wrong tokenizer class." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/support issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor arg crash and Qwen video-input regression are different subsystems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "NaN embeddings correctness bug and FA2 long-context performance regression are not the same path." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf decode exception masking and leftover dummy classes are different maintenance bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale paged-generate warning do not share the same root cause." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 bad outputs are different model issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf decode error handling are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and embedding reinit in post_init are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor update bug and Gemma3 NaN embeddings are different paths." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are both memory-related but not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 nonsensical outputs and RT-DETR memory leak are unrelated model bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP OOM on Qwen2 and int4 quantization reserved-memory regression are distinct OOM causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different generation bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing issues." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels array truncation and FA2 long-context performance 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": 23, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "5b2aebd8012057e54950c34a3a2a848750b77b8b5f1b66dadf4775a1c9f1decf", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set does not contain any clear duplicate pairs. Most items are unrelated model- or subsystem-specific bugs; the few thematically similar pairs still describe different concrete failure modes, so I rejected all soft edges. I picked a broad, active issue as the best representative anchor for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item here (open, highest discussion/inbound reference volume), so it works best as a representative anchor even though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue fit because it is broad, actively discussed, and central enough to summarize the cluster\u2019s general problem space better than the more narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Both mention loading/import problems, but one is a specific missing Qwen2.5-VL symbol and the other is a vague dependency complaint; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different models and different failures: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box validation error handling." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and Sam3LiteText memory overflow are unrelated model-specific issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete code-path or symptom; too vague to treat as duplicates." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Adafactor+DeepSpeed OOM behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT image label reduction and LayoutLMv2 NER padding/truncation crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory usage in DeepSpeed is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "One is a type error in rope validation argument handling; the other is a kernel registration/decorator failure in Qwen3.5. Different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config and sliding-window behavior in Qwen3-MoE are distinct config/model issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling crash and stale auto_mappings references to removed Sam3LiteText configs are separate problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading misbehavior are different runtime features with different failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat template preprocessing and the other has wrong vision_position_ids for video input." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated model/path issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 and patchtsmixer post_init allowance are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and the category-cardinality runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5-MoE recurrent state reset and Whisper batch_decode skip_special_tokens behavior are separate bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are different model/component issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor unsupported center argument are unrelated audio-processing bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence from remote implementation are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning has nothing to do with Qwen3.5 recurrent-state handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2Conformer are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "A missing backend in pip extras and a missing import_utils availability helper are different packaging/import issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask assignment are unrelated generation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are not the same underlying issue." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in shape but refer to different configs and fixes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated utility 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": 23, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43761|issue:44079", + "issue:44190|issue:44496", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:42907|issue:45698", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:44464|issue:46421", + "issue:43295|issue:44871", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "c518ab5c6dab4fdb8ab74c12b530c8f68bfe2a14b007a7394ad3ff225e667eab", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers bugs across loading, generation, quantization/offload, tokenization, config persistence, and a few trainer/pipeline edge cases. The soft pairs mostly share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are heterogeneous; if one representative is needed, issue 43749 is the strongest standalone candidate due to its detailed regression report and higher discussion/inbound activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best global issue candidate because it is well-scoped, concrete, and has the richest triage signal among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: optional post_init handling in patchtsmixer vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different preprocessing issues: rope/position_id scaling vs over-padding in an image processor." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload failure vs Gemma eos_token_id config mismatch; different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: Python 3.13 JIT parsing error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence bugs: trust_remote_code config field loss vs GPTNeoX rotary_pct reload defaulting." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but one is FSDP CPU-RAM-efficient loading and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM.from_config unwrap behavior." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel hidden_states behavior; the other is generic ModelOutput key assignment with None values." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: example script local dataset loading vs unrecognized model config/type." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Model output regression vs torch.compile attention-kernel branching bug; not the same path." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different model lifecycle bugs: load-time shape mismatch vs save_pretrained producing an incorrect checkpoint." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a bare-except bug in tensor conversion; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load regression for a specific repo vs backend mapping missing tensorflow_text; different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving a dequantized model and loading the wrong custom module are distinct save/load issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization bug vs gather_for_metrics label truncation; unrelated behavior." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence in PPDocLayoutV3; different defects." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different parallelism problems." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support issue vs Trainer _gpu_broadcast_one NoneType error; no common bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model TP OOM vs MobileLLM key error on load; different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape bug vs missing PyTorch import error; different layers." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels import/version requirement; different dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor.tokenizer/images regression vs a pipeline error-message regression for translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs from compiled chunked generation vs spurious recompilation from chunked prefill cache init; different symptoms and likely causes." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate config/API issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription failure; different models and logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:42175", + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:44242|issue:46894", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43352|issue:46640", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "9323b0efcdaea67d440f7e957599dfc50e241d0eb54c5acc851e33722b613143", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35371, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct Transformers bug reports spanning configs, loaders, attention, cache, and model-specific regressions. I would anchor it on the active, broadly scoped save/load regression in issue #45698, but none of the soft pairs look like true duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "issue #45698 is the strongest cluster anchor: it is open, highly discussed, has inbound references, and describes a broad from_pretrained/save_pretrained regression that is representative of the cluster\u2019s most recurring load/save failure pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45698 is the best issue to keep as the representative item because it has the most activity and a clear, user-facing failure mode around custom module reloads; it is also more central than the narrower, model-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Both are model/config-related, but one is an API discrepancy in Gemma3TextConfig and the other is a dtype mismatch in Mistral-3 image preprocessing; different code paths and failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init validation and non-persistent buffer junk in v5 are unrelated bugs in different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging and Gemma3TextConfig API mismatch are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id config inconsistency, the other is a quantized save/load regression; both involve persistence but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers v5 custom-init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and a training-loss double-shift bug are different loss computation errors in different models." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A bare except swallowing exceptions in FuyuBatchFeature is unrelated to a Trainer import failure caused by datasets/package interaction." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a Janus image-generation test failure are separate model-specific regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF file handling in from_pretrained is not the same as an unrecognized model/config missing model_type." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying and FlashAttention support are different Mistral/Ministral issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A cache-path collision for local models and max_cache_length being honored only for Quantized Cache are unrelated caching bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion and a Windows ROCm torch.distributed import problem do not share the same underlying code path." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/low-signal issue and a Gemma tokenization roundtrip bug are not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen VL video-input regression affect different models and APIs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "A legacy-field pretrained load failure in BEiT is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and batched chat-template padding behavior are separate input-handling bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection and a missing import_utils helper for falcon_mamba_ssm are unrelated dependency/import issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2 yet is not the same as a broader flash-attention issue with missing details." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and a BACKENDS_MAPPING error for tensorflow_text are separate configuration/backend problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues; one is architectural cleanup, the other is resource usage." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Dropping tuple label elements in gather_for_metrics and auxiliary-loss normalization are unrelated training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are different model-behavior regressions." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are different breakages." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image generation and Qwen3.5 flash-attention generation failures are separate model-specific issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent state reset with cache are related to caching but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44242|issue:46897", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:45563|issue:45584", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43335|issue:44190" + ], + "prepared_review_unit_hash": "a5facdef815274fec26c2d8e9fb080decc2748e03bab9951683436852b6ec732", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36171, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues across different models, pipelines, and runtime regressions. The only clear duplicate-looking pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the clearest root report for the shared v5 non-persistent-buffer corruption bug; issue:44534 reads like a later retitled duplicate of the same regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global representative because it names the concrete regression most directly and is the strongest duplicate target in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline processor lookup vs a SAM3 vision encoder attribute error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading problems: local dataset loading in an example script vs a multimodal model load failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bugs in different model families (Llama4 pad_token_id vs Qwen3-MoE sliding_window)." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serving-related, but the concrete failures differ: KV-cache indexing crash vs missing processor tokenizer attribute." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Not the same bug: one is non-persistent buffer initialization corruption, the other is GPTNeoX config persistence on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different areas and symptoms: embedding reinit after resize vs import warning for paths ending in a slash." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs in different components: Llama config head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but one is a leaf-name collision and the other is a FileNotFoundError; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different loss-calculation issues in different models; shared theme is not enough to merge." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash is unrelated to RT-DETR feature-level mismatch." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated failures: category-count runtime limit vs cache seq-length device-tensor arithmetic." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation; distinct bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different issues: Python 3.13 parsing/import failure vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-VL weight-shape mismatch vs tied-weights warning bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different model-generation and embedding lifecycle bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import plumbing bug vs chat crash for Qwen3.5-35B; no shared underlying defect." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Same broad area of config/runtime behavior, but the concrete regression is different." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: stale warning vs crash on empty transcription." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output-shape bug vs Flash Attention 2 support issue for XLMRoberta." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different Python-version breakages with unrelated root causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different model-specific bugs: Qwen2.5-VL vision_position_ids vs Sam3-liteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to transformers serve KV-cache continuation crash." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different config-validation problems in unrelated model families." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." + } + ] + }, + "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": 23, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:27957|issue:35141" + ], + "prepared_review_unit_hash": "10f937471080a75fd5b45f556b5a8a1e51d92e34f8f1dbee44d1a33a7c507ec9", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated bug reports; the only pair that looks like the same underlying issue is the DeepSeek tokenizer regression. The rest share broad subsystem vocabulary at best, but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44779 is the broadest umbrella report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up on the same tokenizer path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest representative issue in this set because it has a clear v4\u2192v5 regression signal and matches the only likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model bugs, but they affect different models and different code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Tokenizer.json resolution in AutoTokenizer and a stale paged-generate warning are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and loading a local dataset in a training script are different issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch embedding/save logic, but one is LoRA merge with extended vocab and the other is Qwen3.5 visual encoder save-pretrained keys; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/multimodal processor bugs, but the failures are different: vision_position_ids vs padding calculation." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test and an auto_mappings config reference break are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues in SAM3-family models, but one is a generic OOM report and the other a different model-specific overflow symptom." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "These describe the same DeepSeek tokenizer v5 regression; 46489 is a more specific follow-up noting a gap in the earlier fix." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT reduce_labels returning one label and Swin2SR over-padding are unrelated image-processor bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different problems." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; not clearly the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files failing to forward revision affect different APIs and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are distinct generation/runtime bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange placement and a bare-except swallowing errors in Fuyu are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output-embedding handling is unrelated to Whisper's empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different environment issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant mask generation for multimodal chat templates and Qwen2.5-VL video vision_position_ids are not the same defect." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask initialization are unrelated generation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but the concrete failures differ: missing cache during chunked_prefill vs device-tensor seq-length breaking static-cache arithmetic under torch.compile." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A local-cache-path collision for trust_remote_code is unrelated to a missing import-utils availability helper." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and Sam3LiteText auto_mappings breakage are separate model/config issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and unrecognized model_type in config.json are different configuration-loading failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI device-override test failure and a Phi-4 multimodal loading error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow not being included in the torch extra and a generic dependency issue are too different and too vague to merge." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and resize_token_embeddings reinitializing output embeddings are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: the DeepSeek tokenizer pair is the only clearly related match, and the other soft-edge rejections are appropriately cautious given the differing titles and failure modes. I don\u2019t see overstatement or an unsupported merge assertion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:44683|issue:45446", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:46123|issue:46369" + ], + "prepared_review_unit_hash": "a155d14f3878ff648698053160ab536a3b256afcb215e706e684c70f929ddcd9", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs, regressions, and import/config issues. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.18, + "canonical_issue_reason": "No strong canonical exists for the whole cluster; if one issue must anchor it, 44521 is the closest because it is concrete, active, and has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most actionable report in the set, with the clearest multimodal reproduction and the most inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization/BPE-marker bug and multimodal assistant-mask bug are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is not the same as Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2.5-VL export and missing layer_type_validation import are separate import failures." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is default None initialization and the other is strict field dropping." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access regression and CPU/CUDA result divergence are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline image-processor lookup is unrelated to a notebook syntax error." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue about data addition is not the same as an audio feature extraction bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in chunked prefill differs from cache-length configuration semantics." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue and model-loading failure on a specific repo are different defects." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is different from decoder.embed_tokens not updating after resize_token_embeddings." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure and FlashAttention runtime failure affect different paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Feature-extraction length helper behavior is unrelated to CPU/CUDA output differences." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure and wrong version gate for AuxRequest import are different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No shared concrete bug: one is Python compatibility, the other is a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT label reduction bug and text-classification docs mismatch do not share the same underlying cause." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is not the same as a model config import error." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior in generation is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length semantics are not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL export and nonexistent image_utils import are separate import surface problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an AttributeError on s_aux=None; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and missing text_config unwrapping are different model-loading issues." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch pipeline dropping results and sam3-litetext memory overflow 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": 23, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44327", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "ac08c3438cdb873b50a2d60ca6ebc0a59e71fd398e93a3e4d375039bff4c48b1", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster: the items cover unrelated bugs across tokenizers, configs, docs, multimodal pipelines, model loading, and performance. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are crashes, but one is QA span decoding with top-k bounds and the other is empty-list chat templating; different code paths and failure modes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask logic and FA2 long-context performance regression are unrelated bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A vague dependency issue and a torch 2.4.1 incompatibility do not describe the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions in Qwen-family flows, but one is model loading and the other is save_pretrained checkpoint serialization." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are distinct tokenizer/model issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency issue is not the same as a PEFT minimum-version bump problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is processor.tokenizer/image handling and the other is Deepseek tokenization output; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and tie_word_embeddings warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation mistakes: SigLIP2 example errors vs TextClassificationPipeline return_all_scores docs drift." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version incompatibility and PEFT version pinning are separate dependency problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim and stale model.config.dtype after from_config are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are not the same code path." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure and broad import errors after upgrade are too different to merge." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' report are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and behavior; no shared concrete bug is evident." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5-era regressions, but one is model loading and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are separate failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default vision/audio config initialization and missing pad_token_id on Llama4Config are different config bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings not updating nested embeddings are unrelated weight-management issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL model loading and GLM-4.7-Flash unit-test loading problems are model-specific and distinct." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss with router logits disabled and mm_token_type_ids defaulting to zeros are different training/input concerns." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor mismatch and Gemma4 PLE device mismatch are different subsystems and bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: vague data request vs FP8 inference failure on B200." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer_class serialization mismatch and AutoTokenizer ignoring repository tokenizer.json are different tokenizer persistence issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention torch compatibility and TensorFlow backend installation behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated failures." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior have no shared 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": 23, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44336|issue:46851", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:46655|issue:46726", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:43525|issue:43643", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "e8bf938a74864c55c36c396db88988ca9184f2f701de5a273b4db76d9a38c448", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "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 looks like a false-positive similarity cluster: the issues span unrelated model-loading, tokenizer, quantization, packaging, and docs regressions, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue cleanly represents this cluster; the items are mostly unrelated bugs with only superficial keyword overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable here because selecting one would be arbitrary across several distinct failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: FlashAttention failure in Ministral-3 vs OCR long-input index error in Kosmos2.5." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is optimizer.step being called twice." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to forwarding the revision argument in list_repo_files." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading with gpu/cpu offload are different phases and different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to a data-filtering slowdown regression." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and Gemma 4 processor import failure are unrelated code paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to GlmMoeDsaIndexer torch.split return values." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and Qwen3.5 position_ids failures do not share the same underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo-maintenance/CI, but one is stale auto_mappings entries and the other is leftover dummy classes." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same family, but CPU-offload rotary embedding incompatibility is a different code path from variable-length position_ids." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra is unrelated to Python version compatibility." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer corruption are different models/components." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading bug and ESM2 being broken are unrelated model/tokenizer issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow import time." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill is not the same as CLIPVisionModel hidden_states regression." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-related, but tokenizer BPE marker handling and FlashAttention failures are different subsystems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend installation issue is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different models and different root causes." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "list_repo_files revision handling is unrelated to a missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence and ANSI code generation in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated bugs." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video processor padding calculation and AutoProcessor missing-vision-backend handling are different layers." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading_report ANSI codes and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing model config field and AutoConfig dropping fields under trust_remote_code are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." + } + ] + }, + "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": 23, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "8027809a66097fa835a4708852c98731d97e17be01d88fa7ac01efbb84331bc6", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35472, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate bugs across different models, pipelines, and import paths. None of the soft pairs look like the same underlying defect closely enough to merge, so this cluster should stay split. If a single issue must anchor triage, the Qwen3.5 variable-length/position_ids report is the clearest self-contained one.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46851 is the most concrete and narrowly scoped runtime regression in the set, and it best represents the recent Qwen3.5-related breakage theme without conflating unrelated import/docs/model bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the best issue to keep as the representative triage target because it is specific, reproducible, and easier to action than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python support incompatibility; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and a DeepSpeed/zero3 from_pretrained crash are unrelated code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention import/backend setup, but one is a missing nn symbol and the other is an undefined tf backend; different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model config are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-family problems: feature-length helper behavior vs variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils xdist race and paged generate warning are separate issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is kernel registration/decorator failure and the other is variable-length position_ids; not the same code path." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different inference/output bugs." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug do not share a concrete fix path." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat template handling are different failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading regressions, but one is LoRA compatibility across branches and the other is Qwen3VL MoE loading on dev0; too broad to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are missing-loss symptoms, but they affect different models and different conditional logic." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a Qwen3.5 chat crash are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer reading and gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling and Qwen3.5 variable-length inputs are different code paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size attribute handling are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty chat template input crash are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output divergence are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings behavior do not match." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing exports from transformers, but the missing symbols and affected subsystems differ." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Pipeline image-processor lookup and _torch_extract_fbank_features are not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for text-classification and sys.modules access 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": 23, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "e588187ea8f55942607d13d5cde28f707e292a1c50779aecab520fb3e4e55de3", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35464, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in model loading, tokenizers, video/audio processors, DeepSpeed, config handling, and performance regressions. The soft pairs mostly share broad subsystem vocabulary, not the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a true canonical for the cluster because the reports are unrelated; if forced to pick a representative, issue:44479 is the broadest concrete regression, but it still does not match the rest as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed failures: Qwen3 MOE weight conversion vs ZeRO3 empty-deque/index errors." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated bugs: unsafe sys.modules access vs pytest-xdist captured_info.txt race." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but the affected models and root causes differ (Qwen3OmniMoe processing vs SmolVLM padding math)." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model-loading/config error for Olmo-Hybrid is unrelated to the sys.modules access bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are different model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but they are different regressions with different models and failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3_5MoeVisionConfig field loss and AutoModel text_config unwrapping are separate config-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting is unrelated to intermittent import slowness." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and import/filtering slowdown are different code paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing fpn_position_embeddings and memory overflow in SAM3-lite text are distinct problems." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility and missing rotary-embedding decorator are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque/index failure is unrelated to removed Sam3LiteText config references in CI." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and missing Qwen3_5MoeVisionConfig fields are different config issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to BertModel ZeRO3 initialization failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and float16 AMP crash in LwDetrImageLoss are separate bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings propagation are different failures." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and missing-vision-backend AutoProcessor errors are different issues." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency and t5gemma decoder embedding resize are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-tokenizer error masking do not describe the same bug." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention unsupported error is not the same as the generic Flash Attention topic." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are different model behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 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": 23, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:46829|issue:46858", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45200|issue:46894", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132" + ], + "prepared_review_unit_hash": "6d9bfbe84e1b720484670169d92c8104692ecf01ad60f0ec761a1646271aca09", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers bugs spanning tokenizer/model loading, config validation, video/vision regressions, cache behavior, and Deepspeed/training quirks. The soft links look like thematic similarity, not true duplicates, so I would not merge any pair.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43723 is the broadest representative loading regression in the set and is closest to several other tokenizer/model-loading reports, even though the cluster as a whole is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most general and reusable anchor for triage among these issues; it best captures the recurring load-time/tokenizer breakage theme without overfitting to a narrow model or backend.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy. Same broad area, not the same code-path failure." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA tie-word-embeddings warning and the other is a flash-attention generation issue. Distinct symptoms and fixes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release after deletion is unrelated to MaskGenerationPipeline's partial-batch is_last handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in model processing vs Windows/ROCm import failure from torch.distributed dependency. No shared underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading bug is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is gemma-4 Zero3 from_pretrained loading, the other is a double optimizer-step under deepspeed. Same framework, different defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but dummy Conv2d in the pixel decoder and the sam3_video/sam3_tracker warning are different model wiring issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute error vs Qwen3OmniMoe video input ValueError; unrelated models and code paths." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import problem is unrelated to RTDetrModel.forward failing when feature levels exceed backbone outputs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 LoRA is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and a Windows ROCm import/type error are different problems." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete failure." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GLmMoeDsa stale indexer cache on second forward is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 warning about tying embeddings; different load-time failures." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a tensor and LlamaConfig head_dim validation are separate config/cache issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel branching bug is unrelated to Gemma pipeline roundtrip tokenization on \u2581." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is not the same as the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "VideoPrism output field mix-up and static-cache seq-length tensor/device arithmetic are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache on second forward in GlmMoeDsa is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int and missing chat template in processor.save_pretrained are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46894", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and CohereASR training-loss double-shift are not the same underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to static cache seq-length device tensor behavior." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder and MaskGenerationPipeline's final-batch flag are different subsystems and failures." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained metadata/files, but tokenizer_class mismatch and processor missing files are distinct serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the Transformers upgrade slowdown regression." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 producing nonsensical outputs and AutoProcessor missing a required vision backend are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrading Transformers is unrelated to deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and slowdown after upgrade are separate training/runtime bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing registered function 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": 23, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:46897" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:43475|issue:46821", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44964|issue:45137", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45200|issue:46897", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "fcecc71f8e4cff7bbdb3f15c93dfcdd58e950654114d25a007bb958ba236ccab", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35405, + "estimated_input_tokens": 8852, + "estimated_eval_tokens": 17960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. I only see two true duplicate pairs: the custom model initialization/v5 breakage reports, and the Qwen3.5-Moe config/from_pretrained failure reports. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest, most representative bug report here: it names the underlying Transformers v5 custom model initialization regression that can subsume the more specific model-level reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall anchor because it is broad, concrete, and likely to organize related v5 initialization breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": true, + "reason": "Same underlying v5 custom-model initialization breakage; ESM2 looks like a concrete affected model." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: missing files on processor save vs DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated failures: FlashAttention/model loading vs empty chat-template input handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5-Moe loading failure caused by a missing config field / strict config handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: quantized saving failure vs GGUF loading failure in v5." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but the reported failures are different (sync_gpus kwargs update vs chunked_prefill cache)." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different bugs: SAM3 output attribute missing vs AutoConfig returning incomplete fields under trust_remote_code." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error is not the same as Sentence Transformers loading hangs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different issues: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an AutoProcessor/image-processor error message issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are about different import/export problems: AutoImageProcessor import vs a non-existent image_utils import." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size validation." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5-Moe, but one is a generic from_pretrained error and the other is a specific missing config field; not clearly the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too unspecific to safely match the Gemma 4 ZeRO3 loading failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different problems." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example mistakes are unrelated to AutoProcessor backend-missing handling." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer bugs: Whisper timestamp decoding crash vs Kimi codec/regex regression." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained error is not the same as missing files on processor save." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 error message is unrelated to import-time docstring lint output." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a real variable-length position_ids bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings warning is unrelated to InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different failures." + }, + { + "left": "issue:45200", + "right": "issue:46897", + "accept": false, + "reason": "Gemma 4 token-type defaults and Florence2 double-shift training loss are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to Gemma pipeline roundtrip issues on \u2581." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issues are not the same as incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: most pairs are clearly different bugs, and the two accepted soft edges are plausible duplicates without overclaiming. No PR pairs are present, so there is no mergeability issue to check." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:41628|issue:44351", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "d79661c07d35ea287781d6ec8bfc23470edab5f3df547bf29ef1379b6b4aa15c", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35973, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue noise. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest describe distinct bugs, regressions, or components.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak; issue:43704 is a near-verbatim duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster\u2019s only true duplicate pair, with the clearest title and earliest report date.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline parallelism output corruption vs image-triggered infinite loop in Qwen3_5." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "LwDetr fp16/CUDA crash and auto_docstring import-time stdout logging are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports; not the same bug." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and auto_docstring diagnostics output are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue text and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but they target different model variants and version contexts; not clearly one bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma-related text/image behavior, but one is a token roundtrip failure and the other is a pipeline integration failure." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure is a different path from from_pretrained loading errors." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing class import are different problems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different utility crashes in different modules; same broad area of tooling but not the same underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading with a legacy field vs pytest-xdist race in testing utils are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend dependency omission and a missing image_utils import are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race and auto_mappings references to removed configs are different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error is unrelated to a testing-utils race." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; different root causes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Released-version dependency pinning and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs post_init reinitializing output embeddings are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different APIs and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging and dummy object leakage into dir(transformers) are different issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults vs hidden_states/output-field mismatch are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and final partial-batch handling in a pipeline are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper timestamp decoding crash are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The packet supports a single obvious duplicate pair (issue:42673 / issue:43704 with identical title and overlapping VRAM-leak description), and the rest of the soft-edge rejections stay safely on the side of not overclaiming similarity. No pull-request pairing issues here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:46877" + ], + "soft_pairs": [ + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644" + ], + "prepared_review_unit_hash": "585cbeb998c88c545f4e3fdbd75a7e39ac70f8914e1041b4f1d598c451ec4ff7", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading/import errors, optimizer/training bugs, docs/notebook issues, and multimodal/config problems. There is no strong duplicate group or single underlying code-path change tying them together.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 config propagation and auto_docstring import-time stderr output are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs for different models; not the same underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key handling are separate code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method is not the same as v5 meta-init incompatibility for remote-code checkpoints." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure and missing Qwen VL class import are different import regressions." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support and MLFlow job-state reporting are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are different model families and bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on training failure and Llama 3.2 Vision loading regression do not share a code path." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models; not one mergeable fix." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading and doubled optimizer steps with deepspeed are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label output bug and local dataset loading bug are separate issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention tokenizer save_pretrained, but one is missing files and the other is wrong tokenizer_class metadata." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model-initialization problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import errors." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A nonexistent image_utils import and leftover dummy classes are unrelated cleanup/import issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation choice and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy loss and processor.save_pretrained missing files are different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata bug and doubled optimizer stepping are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug is not the same as a generic AutoTokenizer loading failure." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different save paths and failures." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error and AttentionInterface behavior change do not overlap." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk filling 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": 23, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:43644|issue:46305", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "f8c49f40fe2e389da1509bb3c5ecad5e0613fcf128f8d0c76daedbdb233292ef", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with some superficial overlap around v5 migrations, imports, saving/loading, and multimodal models. I found no soft edge that looks like the same underlying bug or change.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45092 is the most concrete and broadly representative v5-compatibility regression in the set, but it is only an anchor for triage, not a true duplicate target for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the best single issue to keep as the cluster representative because it is specific, actionable, and clearly framed as a Transformers v5 compatibility problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols from different packages and likely different breakages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE is an implementation bug in a different code path." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load problems with different symptoms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change and downstream accuracy regression are not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are unrelated config semantics." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe and max_shard_size default behavior are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug affect different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are different regressions." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split handling and remote-code/meta-init incompatibility are unrelated bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max_cache_length behavior touch different mechanisms." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing fpn_position_embeddings and MoonshineStreaming off-by-one masking are distinct model bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a future-frame masking off-by-one and the other is a padding calculation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered position_ids buffer and processor.save_pretrained missing files are different save/load issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are unrelated failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but split return handling and missing ReLU are separate concrete bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "GlmMoeDsaIndexer output handling and a docstring issue for position_ids are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal model compatibility, but one is meta-init loading and the other is incorrect save_pretrained key emission." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized save/load breakage are different quantization paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance problem are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming window masking are different models and different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and v5 meta-init incompatibility are not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption and sliding-window off-by-one masking are different code-path bugs." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Transformers.onnx import error and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model-specific regressions." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing classes and likely separate export/version 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": 23, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:39401|issue:44488", + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44704|issue:45290" + ], + "prepared_review_unit_hash": "a215163db7c6333ec2b3804650d88ebf36d9a3023c99987913d513c42f66a103", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35207, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues (imports, tokenization, multimodal chat templates, quantization, generation, attention, and model-loading regressions). None of the provided soft-edge pairs look like the same underlying bug or change, so I reject them all. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: a general post-upgrade import regression, which best fits the cluster\u2019s recurring version-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue to anchor this mixed cluster because it is broad, regression-oriented, and closest to the recurring compatibility/import failures seen elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different SAM3 problems: a model-type warning vs text-encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: FineGrainedFP8 accuracy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated bugs: missing transformers.onnx module vs tokenizer adding an extra space." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer bugs, but on different models and different failures: offset_mapping vs missing BOS/EOS insertion." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import failure vs broad Transformers import regressions; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different areas: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers loading hang." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel compile branching bug vs a docstring issue for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same family name but different bugs: warning mismatch vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and outputs." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same defect." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall for Sentence Transformers vs MacOS bus error in a CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure vs incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command vs NameError during sentence-transformers import." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning is unrelated to torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error for position_ids vs tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer concerns: offset mapping regression vs model loading failure." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-attention issues, but they target different models and concrete failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression vs incorrect pipeline-parallel output; not the same change." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving bug vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor import vs broad import errors after update; not a concrete duplicate." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different from_pretrained path bugs: tokenizer mapping None vs cached_file kwargs forwarding." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-architecture regressions: RoPE layer loss vs tied-weights warning." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset-mapping bug vs multimodal assistant_mask failure in apply_chat_template." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs apply_chat_template crash on tool-call assistant messages." + } + ] + }, + "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": 23, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46877" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "937740270a4cc6abe478b13ad457d59108831011bdaa62209426d69b5129a6fd", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of unrelated Transformers issues. The soft pairs share broad themes like tokenization, import errors, or version regressions, but none look like the same concrete bug or something that could be merged into one fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Qwen3.5 config propagation vs flash-attention training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated issues: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM3 problems: model-type warning vs missing output attribute." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but one is a versioned tokenization regression and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different code paths: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is general tokenization regression and the other is continue_final_message behavior for mistral_common." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different features: saving dequantized models vs AutoTokenizer/AutoModel loading gguf_file." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer implementations and failures: Qwen3 offset mapping vs Wav2Vec2PhonemeCTCTokenizer language state." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and v5.x, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different failures: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different model issues: Qwen3-VL-Moe loading vs FP8 save_pretrained for moe." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying regressions." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: example script empty multi-label outputs vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import sources and symbols: huggingface_hub is_offline_mode vs transformers HybridCache." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Unrelated: tensor parallel training bug vs classification example script behavior." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime issues: dtype mismatch in eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different environment/backends: pip extras backend selection vs Python 3.14 load failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different issues: missing onnx module vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation/tooling issues, but not the same defect or fix location." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different code paths: torch.compile attention kernel branching vs feature extractor padding inefficiency." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import symbol; the other is a broad report of many import failures after upgrade." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer behavior vs phonemizer backend state bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs NaNs in classification heads." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but not the same issue: Qwen3-VL-Moe loading vs Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different compatibility checks: Python version support vs PyTorch version gating for AuxRequest." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated model/task bugs: multi-label classification example vs SigLIP2 implementation discrepancy." + } + ] + }, + "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": 23, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:43673|issue:46328", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "7d67dde759d4cdd8ec2b78851f51877f8a48c436e5d6a0643d9312726b59c971", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, training/runtime issues, attention backend problems, and unrelated docs/examples. I found no soft-edge pair that looks like the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46640 is the broadest and most generic title in the set, and it is the closest anchor only because it is the most directly flash-attention-related item; however, the cluster is not really a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is truly representative of the whole cluster; 46640 is only the least specific umbrella-like issue, but the rest of the items do not share one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multi-threaded inference and bfloat16 dtype mismatches are different bugs in different paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key handling while the other is from_pretrained loading failure; not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are separate model-state problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior and a missing image-processor method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-length calculation bug in qwen3_omni_moe is not the same as a PyTorch version-check import issue." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but they affect different model heads and different fields." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example script failure is not the same as an incorrect pipeline error message." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights during model loading and AutoProcessor kwarg forwarding are different loading paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and evaluate() failing after train() are distinct trainer issues." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type checking and an accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request and a generic Flash Attention 2 issue are not the same concrete change or bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty chat-template input handling are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash and image over-padding are different subsystems and failures." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints and Minimax attention numerical drift are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are different models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset_mapping for Qwen3 are different tokenizer bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and generation cache missing in chunked prefill are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "A generation cache bug and a padding performance issue are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional-attention masking are different model/backend behaviors." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec/warning regression and phonemizer backend state are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template handling have no shared underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are related to v5 init changes but not the same concrete failure." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage and SmolVLM padding calculation are unrelated bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vision-model breakage and apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46640", + "accept": false, + "reason": "Gemma4 bidirectional-attention masking and a generic Flash Attention 2 issue are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44117|issue:45588", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42617|issue:45341", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:43208|issue:46894", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "a76682328381432d0d0490344e380bd6c0bb6539be4de0517fc725152c75e1a3", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35578, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports (tokenizers, model-specific crashes, config/type regressions, testing utils, and import errors). I do not see any soft pair that clearly shares the same underlying bug, so I reject them all. If a single issue must serve as the cluster anchor, the broadest umbrella is the version-upgrade import-regression report.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the most umbrella-like report in the set: it explicitly covers multiple import errors after upgrading versions, which is the closest thing here to a broad regression bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is broad enough to subsume a family of import-regression complaints, unlike the many highly specific model- or API-level reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different failures: one is a released-version dependency bump complaint, the other is a PyTorch version gate around AuxRequest in flex_attention." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "One is inconsistent lm_head serialization tied to device placement; the other is NaNs in classification heads. Different code paths and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different failure modes (offset mapping vs incorrect tokenization in v5)." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family issues with different concrete defects: missing projections vs from_pretrained error in a separate model variant." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to the flash_attention crash on s_aux=None." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and torchvision-missing AutoProcessor crashes are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a small bug in testing_utils and the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/dtype behavior, but one is type-checking breakage in PretrainedConfig and the other is stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and do not look like the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a KeyError when loading MobileLLM-125M." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A chat-generation crash and a feature-extractor padding inefficiency are different problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are different issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation typo about set_training parameters." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings discussion is unrelated to an MLA layernorm precision bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "A GenerationConfig validation error and an unrecognized-model/config.json problem are different failures." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.x MoE-ish models, but one is missing projections and the other is a from_pretrained error; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training bugs and CohereASR training-loss double-shift are different model-specific problems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-difference reports, but they concern different models and implementations; too broad to be a duplicate." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent import from image_utils is not clearly the same as a broader report of many import errors after an upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for layer_type_validation and a feature-extraction function issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43208|issue:46897", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410" + ], + "prepared_review_unit_hash": "9cd578fc79b0e167ecd496014f5d62517eb234398c999d4a14f4b1a2c1c102f7", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model- or API-specific regressions, not clear duplicates. A few are loosely related v5/tokenizer or MoE issues, but none look like the same underlying bug strongly enough to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43097 is the best cluster anchor because it is a broad, version-specific regression report with inbound references and it sits near several v5-related issues, but the cluster overall is too mixed to treat it as a true duplicate source for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative issue in the set: it has a clear upgrade/regression framing, broader impact, and more linkage than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer steps, but one is about unused SGD arguments and the other about deepspeed causing the step to run twice; different failure modes and code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior changes in v5, but one reports a wrong decoder type while the other reports different tokenization outputs; related area, not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "These are different GLM-related bugs: one is about torch.split return values in a DSA indexer, the other is about RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed model config method in v5; the other is about unexpected position-id keys across many models. The symptoms and fix scope differ." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading failures: Qwen3-VL shape mismatch versus qwen3next missing attention projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type-related v5 regressions, but one is about AutoImageProcessor import failure and the other about PreTrainedConfig type checking." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Cache handling in generation chunked prefill is unrelated to a small testing_utils bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend handling are different subsystems and bug classes." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions paths, but one is a v5 API contract issue and the other is a streaming inference failure for a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5-related loading, but one is about max shard size policy and the other is a from_pretrained error for MoE models; not the same underlying bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting and MLA q_a_layernorm precision/config handling are different bugs in different multimodal components." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both touch GLM MoE internals, but one is about a torch.split indexing issue and the other is a dtype/transpose expression in deepseek-v4; not clearly the same fix." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor transform issue are not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and likely different model-specific support gaps." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning on bf16 compilation and a BLIP2 dtype propagation bug are not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3.5-Moe model issues, but they report different loading/runtime failures and would not plausibly be fixed in one PR." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention 3-related behavior, but one is a model support error and the other is degenerate training behavior in sequence classification; different code paths and fixes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a v5 config-method removal regression; the other is a gguf_file path problem in pretrained loading. They are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A crash in AutoProcessor without torchvision and a small testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/config mismatch in MLA q_a_layernorm versus GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are model-specific runtime problems, but one is an infinite loop on a specific image and the other is a memory overflow; different failure modes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and loading a specific model on >=5.1.0 are not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return-value handling are separate multimodal/model internals issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Native DeepseekV3MoE divergence is a broad implementation mismatch, while the deepseek-v4 issue is a specific tensor operation bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE and a testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill and MaskGenerationPipeline dropping partial-batch results are different pipeline bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both describe training bugs, but one is about three xLSTM training blockers and the other is a Florence2 loss double-shift; different model families and fixes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config method in v5 and a crash in flash_attention integration on sink-less models are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors from dependency/API changes, but they involve different symbols and packages, so they are not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe and qwen3next may be adjacent model families, but the reported failures are different and not clearly one shared 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": 23, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365" + ], + "prepared_review_unit_hash": "892bc0bb7f6682710700954260a3c7aae24464b4e0823e1636e9b57c2561ba1a", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38103, + "estimated_input_tokens": 9526, + "estimated_eval_tokens": 19308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated import errors, training bugs, processor/model save-load problems, tokenizer regressions, and logging/test noise. I would not merge any of the suggested soft pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue stands out; the items do not share one underlying defect or fix target, so this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for the set because the reports span different code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different bugs: distributed optimizer-state corruption vs xLSTM training limitations." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import crashes, but they involve different missing dependencies and different processors/models." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 API removal warning; the other is quantized save/load corruption." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash and shard-size policy question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different failure modes: tensor layout bug vs model accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging is unrelated to an empty-list chat template crash." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Flaky test seeding and logging noise are different problems." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different parts of transformers." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding-tie API removal and quantization offloading behavior are distinct issues." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch warning on bfloat16 compile is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to the pipeline failure here." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embedding weight on load are different bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate-after-train state bug is unrelated to a Trainer import failure caused by datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg forwarding to cached_file and docstring annotation crashes are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with backends is unrelated to cache lazy-init recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and unsupported backend mapping are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading crash and tokenizer mapping None are unrelated failures." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save/load failure and an image-triggered generation loop are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Misleading pipeline error messaging does not match the pipeline save_pretrained bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compile precision warning and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embedding weights on load is unrelated to max_shard_size behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support and Python-version import compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "No FA2 support for Nemotron is unrelated to GPT2 attention scaling configuration." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as the referenced reproduction issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek tensor-transpose behavior are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Embedding-tie API removal and logging noise do not share a fix path." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling bug and AttentionInterface.register behavior change are distinct attention issues." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Trainer import problem." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and Trainer import 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": 23, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:36010|issue:42757", + "issue:44355|issue:46877", + "issue:43352|issue:43937", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "5057e6c666ba8b587def3369d1e42828f771446e39c0b732479ffea11ec7ad6a", + "component_budget": { + "node_count": 498, + 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Only the two CLIP regression reports look like the same underlying forward-output bug; the rest should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43761 is the best representative because it states the broader CLIPVisionModel.forward regression explicitly; issue 43618 looks like a narrower symptom of the same missing-output problem.", + "canonical_pr_reason": null, + "best_issue_reason": "43761 is the strongest issue to keep as canonical: it is the clearest, most general description of the shared CLIP regression in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different bugs: one is FP8 save_pretrained failure, the other is Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: Gemma3 config missing vocab_size vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Distinct model behaviors: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Not the same failure: backend packaging dependency issue vs Trainer import being affected by datasets installation." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different packages and are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different symptoms and code paths: local-path slash import warning vs bfloat16 compile warning." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training/optimizer-state bug versus GPT2 attention scaling regression." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is chat-completions request handling, the other is processor batching with padding=False; different layers and fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error for layer_type_validation is unrelated to local_files_only network requests." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and bugs: CLIP output fields vs GPT2 attention scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related family names, but one is a v5 Qwen3-VL-Moe loading bug and the other is FP8 inference support." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized-model save failure and the other is Pipeline save_pretrained support." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where optional forward outputs are no longer populated; attentions and hidden_states are two symptoms of one bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage is not the same as a generic sorted-state_dict load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Trainer import resolution." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import targets and root causes: GenerationMixin vs is_offline_mode." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file errors are not the same as auto_docstring import-time stderr output." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize behavior and bidirectional-attention masking are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size missing and SAM3 vision output missing fpn_position_embeddings are unrelated model-specific issues." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request rejection is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression is different from Pipeline save_pretrained support." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve persistence, but Pipeline save_pretrained and sinq quantized model round-trip failures are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version compatibility failures are different across the reported versions and platforms." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted state_dict load error is not the same as Qwen3.5 saving producing an incorrect checkpoint." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config missing vocab_size is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are different model bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4/LlamaConfig-related, but one is attention-mask logic and the other is head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint-save regression are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs do not match VideoPrism hidden_states misassignment." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different models: Gemma3 vocab_size vs Llama4 pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size and Qwen3.5 num_labels propagation are distinct configuration bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clear mergeable cluster in the evidence is the CLIP regression pair (43618/43761), and the other soft-edge rejections are appropriately cautious given the titles/body-level evidence. No PR-mergeability issue applies here because this is an issue-only set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851" + ], + "soft_pairs": [ + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "e7e7e04541e91ea760b2b806d404d70adfa69cd3743a3702b18998c6f0f65783", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35758, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct regressions or feature bugs in different model paths, and none of the soft pairs look like true duplicates. If one issue must serve as the umbrella, the broadest report is the v5 upgrade regression issue.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (general import/regression breakage after upgrading from 4.57.0 to 5.5.0), so it is the least-specific anchor for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general regression report and could plausibly subsume adjacent upgrade-breakage complaints, though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() UnboundLocalError vs tensor-parallel training bug; different code paths and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed token weight vs Qwen3.5 MoE from_pretrained error; different models and different loading issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache update is unrelated to broad v5 import errors." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "optimizer/FSDP state mismatch is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored is an optimizer bug, not an import failure caused by datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; unrelated subsystems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart decoder_attention_mask error is not the same as tokenizer loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "generic compiled-file import errors and a specific DebertaV2/Python 3.13 JIT parsing error do not match." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "sorted state_dict load error is unrelated to Gemma pipeline roundtrip on \u2581." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and trainer/FSDP2 optimizer-state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "state_dict loading failure vs missing Qwen3.5 vision config field; different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "missing set_seed in SAM HQ tests vs xdist race in captured_info.txt; both test-related but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "cache update no_grad bug is not the same as a broad 'too many models' regression complaint." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "import-* performance cleanup and intermittent import slowness are related only at a very high level, not the same concrete change." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "tensor-parallel training bug vs tp loading OOM for Qwen2-57B; different symptoms and likely causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "cache no_grad issue and Python-version compatibility failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and PatchTSMixer post_init allowance are different model bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "different models and different from_pretrained failures; not the same load bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "sorted state_dict loading and incorrect visual encoder keys on save_pretrained are distinct directions of failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "missing PyTorch import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate CLIP regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "test seed flakiness is unrelated to Phi-4 multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SAM HQ test seeding issue and GraniteSpeech stale device override CI failure are different flaky-test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "missing set_seed in tests is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "tokenization cleanup behavior change is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "offline-loading network leak and AddedToken keyword collision are separate tokenizer/model APIs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug is not the same as trust_remote_code cache file lookup failure." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "tokenizer loading regression and checkpoint reload regression both involve loading, but the concrete failures and code paths differ." + } + ] + }, + "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": 23, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "ba2b78aab99589fe14b8b39e107ebea8390d004e7904ed7b61dfe6d6df6edb39", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38592, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are unrelated closed issues across loading/imports, docs, quantization, CLI, and model-specific bugs. I do not see a safe duplicate canonical, and all soft-edge pairs should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a reliable canonical here; the items span distinct bugs and feature requests rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a duplicate representative because the cluster does not converge on one shared failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained behavior vs Qwen3.5 MoE tensor-parallel plan missing." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization OOM; the other is checkpoint reload failure after version upgrade." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing model class vs FileNotFoundError when loading trust_remote_code cache." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation bug; unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch count method vs cache file loading error; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration on cache updates vs dummy Conv2d in Sam3PixelDecoder; different fixes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken v5 env CLI vs attention interface register behavior; different subsystems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan and the other is a generic from_pretrained regression; too broad to merge as one bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated symptoms." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python loading errors vs data filtering slowdown after upgrade; different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan issue vs missing deepstack_visual_indexes config field; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs AutoProcessor backend-missing error; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad bug vs generation kwargs update after sync_gpus; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network calls despite local_files_only vs unrelated placeholder issue." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs docs confusion about input_ids/past_key_values." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only leakage vs FP8 save_pretrained bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline after v5 removals vs unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting vs tensor parallel training bug; different domains." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage vs general checkpoint reload regression after upgrading to v5." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate UnboundLocalError vs documentation confusion; not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub export vs broken transformers env command; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage vs PretrainedConfig typing regression; different concrete bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel not applied in model_init vs DSA indexer missing ReLU; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion vs import failure for layer_type_validation; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs Qwen2.5-VL import error; different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated placeholder issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError; different causes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs ignored vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 load failure; different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; not duplicates." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Closely related RoFormer issues, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute vs trust_remote_code cache loading error; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different change types." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init kernel application bug vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; different missing symbols." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; 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": 23, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "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:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "1da912cb9e0acf9c5a5bf07bd8c007f47802fe379ae16bb71727a0574c12e349", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39102, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers v5 regression reports, import/lazy-loading issues, and unrelated model-specific bugs. The soft links are generally theme-level similarities rather than true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the dominant theme of \"v5 breaks things\" complaints, even though it is very generic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest single representative for the cluster because it captures the overarching Transformers v5 regression narrative better than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache concepts, but one is a generation-cache bug in chunked prefill and the other is a typo in cache strategy wording; different issues." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs. a broad complaint about v5 breaking many models; not the same concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior vs. a TensorBoard/TF backend error; unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific missing-files save_pretrained bug and a generic placeholder bug report are not enough to establish the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Different subsystems and symptoms: DSA indexer/ReLU discussion vs. SmolVLM video padding semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is fp8 inference support and the other is missing tensor-parallel planning; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level, but not the same bug or patch." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is a 2D box hallucination/error and the other is an infinite loop on a specific image; different underlying problems." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* cleanup/performance and missing generation cache are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve loading older checkpoints under v5, but one is remote-code/meta-init incompatibility and the other is a broader reload regression; not clearly the same fix." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config attribute bug, not the same issue as general v5 breakage." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo and a broad version-breakage report are not the same defect." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad regression reports after upgrading to v5, but they describe different problem classes; too vague to merge as duplicates." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and a DeepSeek weight-conversion question are different topics." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance regression vs. a specific import failure for Qwen3_5ForCausalLM; not the same issue." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning on instantiation and Liger Kernel not being applied with model_init are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but one is intermittent import slowness and the other is a broken lazy-loading mechanism; insufficient evidence they are the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env CLI regression and scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron vs. Qwen3-VL bounding-box hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access error and a generic bug report do not identify the same defect." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated despite both mentioning kwargs." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Both are utility/performance-adjacent, but cache strategy typos and SequenceFeatureExtractor padding inefficiency are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star/lazy-loading cleanup and missing HybridCache export are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issues are not the same as the broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-family models, but one is a vision output bug and the other is a from_pretrained error; different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and a tied-weights key AttributeError are different model-internals issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward arguments and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and broken lazy loading are different issues, even if both appear in v5 regressions." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not being applied with model_init and flash_attention_3 training degeneration are distinct code paths." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but Qwen3VL timestamp math and SmolVLM video padding calculation are different underlying defects." + } + ] + }, + "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": 23, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "d8adf8984b93519f64275015aaa057ecf83300eb45007ee10628e137aa0e14b6", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false-positive similarity matches. The only plausible duplicate pair is the tokenizer v5 regression pair (42913/43066); the rest describe unrelated bugs, model-specific failures, or generic/version-wide complaints that do not share a concrete code path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42913 is the broader umbrella for a tokenizer v5 regression, and issue:43066 appears to be a narrower symptom of the same wrong-decoder-type change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 is the best representative issue because it is the most general description of the shared tokenizer-v5 problem in the only credible duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different subsystems and failure modes: DSA indexer/ReLU vs Gemma audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained/pipeline serialization is unrelated to _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are different surfaces and not the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The first issue is too vague to establish the same underlying failure as the Qwen3.5 from_pretrained error." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Removing import * usage is a codebase cleanup/perf issue, not the same as a VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs/past_key_values is not the same as a Llama 3.2 model loading regression." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a comb.to(...).transpose(...) bug are different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and Gemma audio positional encoding are both math-related but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are unrelated behaviors." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint that v5 breaks many models is not the same concrete bug as the Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a GLM indexer are unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request and module import failure are different bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both report tokenizer v5 regressions; 43066 looks like a specific wrong-decoder-type manifestation of the broader behavior difference in 42913." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 Flash Attention 2.0 support request and a generic bug report are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the generic non-technical complaint." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and generic complaint are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic complaint." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic complaint and broad version-wide breakage are both vague but not the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the generic complaint." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_tied_weight_keys AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and concrete fixes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained performance and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown is unrelated to forward-input documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are different implementation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The tokenizer-v5 pair (42913/43066) is the only clearly related match among the listed soft pairs, and the other verdicts are phrased as non-dup/non-same-bug judgments without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-498", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "08d048e7170306b9bb85cfa7e71d6ae4f685e46b08b847fc68ac647cd8fe9ddd", + "component_budget": { + "node_count": 498, + "item_count": 498, + "soft_pair_count": 1834, + "serialized_chars": 950943, + "estimated_input_tokens": 237736, + "estimated_eval_tokens": 475728 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are not duplicates of one another; they span unrelated model bugs, config typing, tokenizer warnings, and architecture-specific behavior changes. The soft similarities are mostly generic wording overlap, not shared code-path defects.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43240 is the broadest and most generally framed report, with multiple inbound references; if a representative must be chosen, it is the least specific of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 best fits as the cluster representative because it describes a generic framework behavior bug rather than a model-specific typo or isolated implementation detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A wrong type hint in ModernBERTConfig and a tokenizer regex warning after 4.57.3 are different subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is about a Mask2Former loss parameter not being used; the other is a generic kwargs plumbing bug in loss calculation. Similar theme, but not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage concern different execution paths and code areas." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different bugs; no shared concrete code-path problem." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value in a model config is not the same as a typo in a quantization operation name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and an incorrect type hint are not the same underlying issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but one is a type-hint error and the other is a string/attribute typo; no shared bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm behavior in Llama4TextL2Norm is a semantic implementation question, not the same as a ModernBERTConfig type-hint mistake." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss-parameter usage and ModernBERTConfig typing 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": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "1f861dd6fe28a5cfe085a41888627c706fd183807f1503f5af0278f8cc4bd5cb", + "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 unrelated feature requests: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word boundary offsets. No duplicate cluster is supported by the evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not a duplicate of the other issues; they concern different subsystems and problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation strategy in tokenization is unrelated to extracting word start/end offsets from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation options and ReduceLROnPlateau-like scheduler functionality are different feature requests with no shared code path." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler enhancement is unrelated to Wav2Vec2 word offset extraction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "ca91ebcd96054eb0da0f797665b4bc331ae553f0eef99b4842afec106aecedb0", + "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": "Issue 16618 is the best canonical representative for the cluster because it is the broad, user-facing model loading failure; the other two are either unrelated (tokenization) or a narrower auth/error-message case. Neither soft pair is strong enough to treat as the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "#16618 is the most general and directly about failing to load a model, which fits the apparent cluster theme better than #15980 (specific private-model login/error-message issue) and far better than #13244 (tokenization mismatch).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best global issue candidate because it names the core symptom at the model-loading boundary and is broad enough to cover the likely shared user-visible failure mode, whereas the others are too specific or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization parity vs model loading failure. No indication they share the same code path or bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both relate to loading/downloading models, but #15980 is specifically about the private-model unauthorized/error-message case, while #16618 is a generic inability to load bert-base-uncased. Too different to merge as 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": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "66051b16ba1a2bd810a3d679a1a0ed75527538d7bb3373e2dc0ff390cff2aae2", + "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 feature requests in different areas: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share only a generic \u201cadd support\u201d framing, not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features targeting different runtime formats and code paths; not the same bug/change and not mergeable as one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "74ad215fd1a8b5c0c85fb47e3ea1ccccb430a8a8c736609dd1082a405e81382d", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of different docs-translation requests by language, so most pairs are not true duplicates. The only clear duplicate groups are the three identical generic placeholder issues and the two identical Thai-title issues.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the best representative of the true duplicate set: it is the earliest of the three exact-match generic template issues and cleanly captures that repeated request pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the actual duplicates, 43834 is the most central and earliest exact match, so it is the strongest issue to keep as the canonical record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets (Turkish vs. generic template); similar topic, but not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language targets; this is not a duplicate issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request versus generic placeholder template; related theme, but distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish); not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target and not an exact duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request versus generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request versus generic template; related but not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different underlying requests; only broad topic overlaps." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence of the same concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder title and near-identical metadata; these look like the same duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Exact same generic placeholder title; strong duplicate signal." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and Thai-text issue are not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue and Thai-text issue are unrelated duplicates at best, not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact title match and very similar metadata indicate the same underlying duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue versus Thai-text issue; not the same bug/change." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; same broad category only." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "No concrete overlap beyond both being translation-related issues." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence they are the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title/body pattern strongly suggests a direct duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and does not overstate the evidence. The accepted duplicate groups are limited to exact-title matches (43834/44365/44370 and 46222/46226), while the language-specific requests are conservatively treated as distinct. The canonical choice for 43834 is also supported by being the earliest in its exact-match group." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "ecfd71d2e1a424eadc6f2b1e57f1ee59f39b17b0afbd688b9bd40304e88efad6", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23785, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23785, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated model-request issues that only look similar because they share generic wording like \u201cAdd\u201d and \u201csupport.\u201d I did not find any true duplicate pair; the soft edges should stay rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43837 is the best cluster anchor: it is a concrete, well-scoped model-support request and one of the most central items by soft-similarity links, even though the surrounding issues are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43837 is the most representative and central issue in this set; it has a specific request and sits in the densest part of the soft-similarity graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert vs DEIMv2 are different models; only generic add-model wording overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model additions with no shared code-path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models; not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the sparse transformer request target different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models; similarity is only in request phrasing." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different models/tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-support issues." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are distinct models and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and the BERT-like RoPE request are not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "The RoPE model request and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and not one concrete bug/change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are unrelated architectures." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests, not duplicates." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model families and use cases." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated; one is a model request, the other is a config option request." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The sparse transformer request and EUPE are different model architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated; no shared technical change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and Mirko Privitera are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "b6d55e2c8b58c82e19123d704811c1b7990cf8ee84e00ff04e19e1d315745c0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request to add a framework listing, while the other is a Vision RoPE refactor in the model code. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a clearer duplicate target; they concern different domains and different kinds of work (docs vs vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, #46443 is the more concrete engineering task; #38740 is a docs-only request and not comparable as a canonical bug/change target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and resolutions: a docs addition for an optimization framework versus a vision RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "a7d2168af87eaf73cc2c3d87d7d498f4bbc24e8ac7cbabd15bbbf71da6fa6463", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates. One is about set block decoding, while the other is a request for DeepSeek v3.2 support; they describe different product areas and different underlying changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be preferred as a cluster representative, #43037 is the clearer, more concrete feature request; #41084 is a separate decoding concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: block decoding vs model support. The titles and available metadata do not indicate the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 23, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "be3ac37faf9b713c81f51a3747ac7eba64071f3ae8d9e5fa9a65ffaf3bd21d3b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate feature requests in the same general optimization/memory-reduction area, but not the same underlying issue: one is about exposing a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, while the other requests adding TiledMLP for lower memory footprint.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled/memory-related themes, but they target different components and changes: FLCE/LigerFusedLinearCrossEntropy configuration in `from_pretrained()` versus integrating TiledMLP. They do not appear to be the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "64c9edaf913b27544372a97a357e3cc90c63f4d17b879c091b046660e861a4b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are both about Trainer custom behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue selected: the issues target different Trainer code paths and different user-facing problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication: neither issue is a clear duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features in Trainer; shared broad theme is not enough to treat them as the same issue." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "8f0fb89b5e4ad352c15d8cbbd34005cb8b1b041fd3f454c048c2c9a7f0d26afa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-class behaviors.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate: the issues describe different models and different auto-class support requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative issue because it is a broader, clearer model-registration request and is more general in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "e3e1fab137b1a27ba7804de8a6332615be743d512106c68d3f34467d1b261ab4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" look like duplicates of one another; \"Fett\" does not have enough evidence to join that cluster.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43845 is the best canonical representative because it is the earliest of the near-identical \"huggingface \" reports and has the same apparent topic as the other two matching issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue to keep as the cluster anchor: earliest of the matching trio, same title/topic, and no competing evidence for 43835.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ materially ('Fett' vs 'huggingface '), and there is no body or code evidence showing the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak generic similarity; no shared details beyond low-confidence soft matching." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that this is the same report as the 'huggingface ' issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical title/topic, very close timestamps, and strong soft similarity indicate the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and apparent topic as the other 'huggingface ' reports; likely duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and highly similar metadata; these look like duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative where evidence is weak. The three \"huggingface \" issues have matching titles and strong soft similarity, with 43845 correctly chosen as the earliest canonical representative. Excluding 43835 is also reasonable given the title mismatch and lack of stronger evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "66f27e8fe51cd45df62bfafb918bb9d0a23907732cfe3154f2c8572b9ba05ad1", + "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": "This cluster is dominated by low-information spam/placeholder issues with no shared concrete bug or code change evidence. None of the soft pairs look like true duplicates from the available titles alone.", + "confidence": 0.34, + "canonical_issue_reason": "No issue has enough substantive detail to serve as a reliable canonical duplicate target; the cluster appears to be mostly spam/placeholder reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a non-spam title and at least some apparent subject matter, so it is the least bad candidate if a representative issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no evidence they report the same underlying problem beyond being spam placeholders." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled '', but the available metadata does not show a shared bug, component, or change target." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; too little evidence of the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a generic quoted-name title do not indicate the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are not enough to conclude duplication." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete shared subject matter is visible; the titles do not match the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles are not sufficient evidence of the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "c24da68c8cb1704062daf501c87dee46b9b600c12de645f603d5ea397366d6f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are highly similar: they have identical titles and comparable body sizes, but the evidence is limited to soft similarity and does not deterministically establish duplication. #45145 is the better canonical issue only because it is slightly more connected in the graph.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the conservative canonical choice because it has the same title as #45151 and slightly more linkage (one inbound reference), but the evidence only supports strong similarity rather than a definite duplicate relationship.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue for the cluster because it is the most connected representative among two very similar issues, even though the available evidence stops short of proving they are the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Reject as a duplicate conclusion: the pair only has soft_similarity evidence, and deterministic_accept is false. The identical titles and similar body lengths suggest closeness, but not enough to confirm the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. The packet shows identical titles and similar body lengths, but the only pair evidence is soft_similarity with deterministic_accept=false, so calling them duplicates or the same underlying proposal is not fully grounded. The canonical-choice rationale is fine in a conservative sense, but the accepted soft-edge verdict should be rejected or at least phrased as a tentative similarity rather than a duplicate conclusion." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "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": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "c0fe7e8a42fd96e5342c288cc1145c239c0f7653107bfc89ff665e9275b14fa0", + "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 just name/date entries with no discussion, links, or technical content, and they do not describe the same bug or request. They should not be clustered together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are different personal-name entries with different dates and no shared issue description or code context; this does not look like the same underlying bug or task." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "742a4f3bcb43b575059b5c3b6a66820683ea6696e601638037a7d63b05e3d075", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed, body-less issues with personal-name/date titles and no substantive overlap beyond generic similarity. They do not appear to describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue contains an actual problem report, reproduction, or actionable context; they look like unrelated placeholder/spam-like entries rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different names/dates, and there is no body, linkage, or shared technical 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": 18, + "component_count": 23, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "2edc2143704e2fcb7d0a1d16b08a1da69dce27c8cdfa7e6d33dccab2ec7944dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the topics are distinct and would not be resolved by the same change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared code path, filenames, targets, or concrete overlapping change; one is model-class feature support and the other is training precision support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "3e324c5e9f89958530b92822a874a10d9ca1ae04a32e450a9d942beb4a8c7cd5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet supports two separate exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related topic and should remain separate. There is no single well-grounded canonical issue for all five items; the evidence points to two distinct duplicate groups rather than one cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are conservative, but the overall clustering/canonical framing is not well grounded in the packet. The data shows two separate exact-duplicate pairs: 45870/45871 and 45872/45873. The summary and canonical-issue rationale overstate a single anchor for the whole set by treating 45872 as the representative of a broader cluster, when the packet supports at least two distinct duplicate groups. Also, phrases like \"broader/less detailed variant\" and \"most specific duplicate set representative\" are a bit speculative relative to the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "2fec3a37fe9b1268ac39ddc2d9d2d0ac08949b3f067a380e79bb088b733e83d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to a `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. They look related at subsystem level, not clearly the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally and concretely, rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative: it names the affected mechanism (`early_initialization`), the impacted component (linear-attention layers), and the concrete failure mode (wrong shapes / `RuntimeError`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache linear-attention problems, but the reported failures differ: shape corruption/runtime error vs missing `linear_attention` key. Not enough evidence they are 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": 21, + "component_count": 23, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "5c41145cfac41ff936d85420780c80122f315dc5616230018d06c2d914a71c97", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token regression. Issue 46552 is the better tracker because it is open and already has inbound references, but there is no explicit duplicate link shown in the packet.", + "confidence": 0.93, + "canonical_issue_reason": "46552 is the better canonical issue because it is open, already has inbound references, and matches 46551 in title and body length, making it the more active place to track the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best issue to keep as the central thread because it is open and referenced, while 46551 is closed and appears to be the same report rather than a separate problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "These look like the same underlying bug report: identical title, identical body length, and near-simultaneous creation. The packet does not show an explicit duplicate link, so treat them as the same/similar report rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two issues are highly similar and share the same title/body length, with 46552 being the better canonical tracker because it is open and has inbound references. However, the analyst overstates the evidence by calling 46551 a duplicate of 46552; the packet does not show an explicit duplicate link or other direct proof of that relationship. Please keep the conclusion conservative: same/similar report, not confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "5e5daa3f1f112d6500d04e63a888ac20b62faa44d6dcd8919fafa54da34a0252", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: shape mismatch in object detection training versus memory exhaustion after epochs in RT-DETR v2. The titles and available metadata do not indicate 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": 23, + "component_count": 23, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b54e5666a5426022b5c116e62297dbd4ffbf5c681706300e53258c9ee599275d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different loading/placement bugs: one in ZeRO-3 zero.Init partitioning for a composite submodule, and one in 4-bit device_map/max_memory dispatch behavior. They do not look like duplicates of the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more specific and concrete bug report, with a clearly named code path (ZeRO-3 zero.Init) and symptom (OOM when loading a composite submodule).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest representative of the cluster because it describes a single, well-scoped failure mode and is more actionable than the broader 4-bit dispatch complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different mechanisms and failure modes: ZeRO-3 partitioning/OOM for a composite model submodule versus 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. Same broad theme of model loading, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "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": "a5ac20ab0baf60b6f0ab3251f9533d42468e26e4f18f8749fdcb160b8e511a90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs work on VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 is a draft VibeVoice Realtime follow-up that adds the acoustic tokenizer and broader realtime-related updates. The overlap is expected library scaffolding, not a single mergeable fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader, more mature base implementation for VibeVoice and has substantial review activity; #42781 looks like a separate follow-up for realtime support rather than the same PR.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative for this cluster because it is the core VibeVoice implementation PR and has the clearest standalone scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: #42781 adds realtime-specific support and acoustic tokenizer changes on top of the initial VibeVoice integration in #40546; they overlap in shared model files but are not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "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": "dd8414843b6a41ebb904db510ffad1b3db186b0bee331b05b5db9bcd54a4408d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and filenames, so the soft similarity is not a duplicate signal.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the better canonical representative if one must be chosen: it is a narrower, self-contained model-classification support change with a clearer code path and implementation scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best representative PR because it is focused and well-bounded, making it easier to understand and review than the broader TimesFM covariates feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs address different features for different models (TimesFM covariates vs. DINOv3 image classification) and do not fix the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "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": 4, + "component_count": 36, + "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-41855-14", + "nodes": [ + "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:46267", + "pull_request:46707" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "06d54b1a2bd7da7d2d8fee352e997f3c445a53c14bb7f0078b923fa9416caf12", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38876, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer PRs that were only loosely connected by soft similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both extend the same helper with the same new kwargs. Everything else targets different models, subsystems, or feature additions and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the best canonical PR because it is the more explicit version of the only real duplicate pair: it has the same target issue, same file, and the same concrete change to `fixed_cross_entropy` support.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the strongest representative of the only genuine overlap in the cluster and is the clearest anchor for deduping the cross-entropy fix pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different code paths and goals: Mistral tokenizer method additions vs adding a new MobileLLM model. No shared concrete bug or mergeable combined fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API completion and ExecuTorch dynamic-shape export testing are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both concern model/processor loading, but they fix different processors and model families; not the same underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper kwargs support is unrelated to adding a MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different issues: loss helper kwargs vs Mistral4 test fixes and model wiring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "ExecuTorch export tests and native FSDP2 migration are separate areas with no shared code-path bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features and subsystems: exportability tests vs a new model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config-resolution order fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is not the same bug as Falcon output-collection refactoring." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and model-creation skill/docs are different change types, not one underlying bug or feature." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "New model implementation and FSDP2 migration are distinct concerns." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not address the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactoring is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like checkpoint renaming are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes and an AI skill/doc scaffold are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config resolution ordering are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates are different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 model/test changes and FSDP2 migration are not the same concrete problem." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "A CLIP-like weight-renaming fix is unrelated to native FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 migration are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "The shared file is only `modeling_auto.py`; the actual changes are about Mistral4 auto-mapping vs a model-creation skill, so they are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model code and an AI skill for creating models are not the same underlying bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared code-path problem; one is Mistral4 testing, the other is class config resolution order." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "Kernel loading for TDT loss and FSDP2 infrastructure are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same helper, same underlying bug: both add support for passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`, and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, #43251/#43254, shares the same file, same target issue (43240), and the same cross-entropy kwargs extension, so it is plausibly mergeable as one bugfix PR. The other soft pairs are reasonably rejected as different subsystems or feature areas, with no evidence of a shared concrete bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "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": "262766da0d6b0a6840cb01661b5eb2b40075fa9264a848fed29c317a20228f5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs with overlapping files, but they are not duplicates: one is a Node 24 compatibility sweep across many GitHub Actions, while the other is a separate upgrade of workflow actions to newer versions (notably docker/build-push-action).", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it has the broader, clearly stated maintenance goal (Node 24 compatibility) and touches a wider set of workflow action updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster\u2019s theme; PR 42976 is a narrower, separate action-version bump and is less representative overall.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: they overlap in GitHub Actions workflow files, but they target different changes. 42975 is about Node 24 compatibility and upgrades several actions; 42976 is a separate latest-version bump centered on docker/build-push-action. Same subsystem, different concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "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:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "16d83de7e255f7f7273820419e9868e9bc2a149dcd949911ec6ecd131c4d77ad", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21196, + "estimated_input_tokens": 5299, + "estimated_eval_tokens": 10854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly separate model-addition efforts. Only the two Step 3.7 Flash PRs are closely related, but one is the library model implementation and the other is supporting scripts/debug assets, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best representative because it contains the substantive Step 3.7 Flash model implementation, docs, and tests; it is the core change rather than ancillary tooling.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest single PR in the cluster to represent the topic because it is the main code-path addition for Step 3.7 Flash, while PR 46658 is only supporting build/convert artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo); same broad model-release pattern, but not the same underlying code change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models and different scopes; adding ViT NEPA is unrelated to adding Molmo2." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Distinct model additions with unrelated implementation details." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/releases, not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM touch different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are different models with different implementations." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both concern Step 3.7 Flash, but 46562 adds the library model/docs/tests while 46658 adds mini-model assets and conversion scripts; that is related work, not the same concrete PR-worthy code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "6a078d03d5e9854e8afef2e7871797f9f5671b4893cb6a5ecfe02fd9233cc9fb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16285, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16285, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates; they span unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequant/loading, generation config validation, Phimoe CI/test infra, and ASR pipeline dispatch).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the clearest self-contained production fix in the set: it addresses a concrete validation bug for `watermarking_config` dict handling and includes the corresponding code-path update and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest representative of the cluster because it fixes an explicit runtime bug in a core generation validation path, with a clear description and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; no shared underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tests and FP8 dequant/loading are unrelated subsystems and fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization work and generation-config watermarking validation are different features with different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus test assertions in model tests are unrelated to Phimoe CI memory/test harness changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not match the ASR pipeline dispatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "A test-only PR is not the same underlying change as the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test edits in unrelated model suites do not correspond to the generation validation bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 core-model-loading/dequant logic and Phimoe CI infrastructure fixes are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These target different production paths: FP8 dequantization vs. generation config validation." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config watermarking validation and Phimoe integration-test environment fixes are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "4236f1e1efbe8159592eae4911a575df0a26dafb12a5a87b3a93d16673c9df58", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all standalone \u201c[don\u2019t merge]\u201d test changes, but they target different code paths: packaging/versioning, diff-display/workflow plumbing, and the PR security gate workflow. They are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes are about different subsystems and different intended checks, so they should not be collapsed into one duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "None is a good global representative for duplication purposes; PR 46747 is the most self-contained, but it is still unrelated to the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate. Same broad 'don't merge' theme, but not the same underlying bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/test-dependency tweak; 43532 rewires multiple CI/commenting workflows and test utilities. They do not fix the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is about PR comment/diff-display infrastructure while 46747 is specifically about the PR security-gate trigger. Not a single 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": 9, + "component_count": 36, + "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": "460cf4b9f8727018ac5df4458690a45de853378c721ea2c698db015a4ab9ad00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffold/docs files, but the actual APIs, filenames, and model/test coverage point to distinct features rather than duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the more substantial and representative change: it adds the visual segmentation pipeline with broader model/test coverage and a larger implementation surface than #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different pipeline additions with different names, task docs, and model/test targets. Shared scaffolding in docs and registration files is not enough to treat them as 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": 10, + "component_count": 36, + "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": "4e8985bb7bdd30441325b3e2fed81dcf485da333f4dc7b5c9fc00aa387e41ed2", + "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": "Both pull requests modify `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling in `training_step`, while 43663 changes how signature columns are computed and overridden; they are separate code-path changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate target for the other. They are orthogonal trainer enhancements and should be triaged independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different behavior areas in `trainer.py`: gradient-accumulation loss normalization vs. input-column signature filtering. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "330af600fe1de1e6a86a28e18c310c2bfe71a0ba8062ca11535857296a846f6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests in the same file both address annotation-related NameErrors in the CLI, but they target different missing-name scenarios and use different fixes. The more specific PR is the pydantic/TypeAdapter fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most precise match: it directly fixes the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall candidate because its title, issue link, and diff all align tightly on the concrete TypeAdapter/pydantic runtime NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch serve.py and are about NameError-like annotation handling, but 43656 is a broader postponed-annotations cleanup while 43842 specifically fixes TypeAdapter when pydantic is not installed. They do not look like the same concrete bug." + } + ] + }, + "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": 36, + "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": 13, + "component_count": 36, + "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", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + 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"pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "fff6822762d7d571711352984ab213164d3d1ddc496322dd179e685a9c3414e1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing to a standardized capture/decorator interface. Most pairs are not duplicates despite sharing the same umbrella issue #43979; only same-model/same-file iterations should merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker for the standardized output-tracing migration work referenced by many of these PRs.", + "canonical_pr_reason": "PR #44722 is the most representative and complete of the GPT-J/CodeGen output-tracing refactors in this cluster, and it explicitly aligns with the shared tracking issue.", + "best_issue_reason": "Issue #43979 best represents the cluster\u2019s common goal: migrating models to standardized output tracing/capture behavior.", + "best_pr_reason": "PR #44722 is the best single PR representative because it covers the same GPT-J output-tracing change as related PRs and appears to be the broader/latest iteration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models/code paths (CVT/FNet vs GPT-J). Shared issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and architectures; both are output-tracing refactors but not the same concrete bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same model file and address the same refactor; one looks like a narrower iteration of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different code paths; not the same underlying change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are standardized-output refactors, but they target different models and code paths, so they are not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet: unrelated model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same issue target does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model file/tests; these look like duplicate iterations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families (GPT-J/CodeGen vs MPT); not the same underlying bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor theme, but different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model-specific changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J: different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT output-tracing refactors are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM output-tracing refactor; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different code paths, despite similar refactor style." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR: different concrete implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 output tracing and MGP-STR output tracing are not the same underlying bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different architectures; same refactor theme is not enough." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer output tracing and GPT-J/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are distinct model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families and changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet/ViLT-style tracing and Flaubert/XLM are not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are different models; not the same bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families and different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster summary matches the packet, the chosen issue/PR are supported by the shared GPT-J/CodeGen refactor trail, and the accepted soft-edge pairs are same-model, same-file iterations that look mergeable into one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "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": "42fa96e5523c32b94020ebee50bcc48bc53d8e095939af9c9df6c1f1a4f7ddbe", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are separate model-specific refactors to standardized output tracing/capture patterns, not duplicates of one another. They share a theme, but each PR targets a different model implementation and code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a focused output-tracing refactor, and concrete model code changes rather than just a generic migration title.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single exemplar of this cluster because it is the most grounded in a specific issue and clearly implements the standardized output capture change in one model.", + "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 code paths; not plausibly one merged PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but for different model families and implementations; no same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model codebases with separate refactors; similar pattern only, not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; these are separate refactors, not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model paths with independent 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": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "ab3d0a87fc389948b7ea96a34efe07cc62e873db48e4cf928934f0b1346ef6dd", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate refactor PRs across different model implementations. They all share the same output-tracing theme, but they are not the same concrete code change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete implementation change, spans two related model files, and adds the output-capture plumbing rather than only a small decorator/import tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial and structurally complete output-tracing refactor in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; same refactor pattern, but not the same underlying code path or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both adjust output tracing, but for unrelated model implementations; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and execution paths; this is a shared refactor style, not one mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone vs mamba/falcon-mamba are separate code paths; not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths; similar decorator/import refactor only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; only the refactor pattern matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes and outputs; not a single underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families; similar tracing cleanup but not the same code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 is unrelated to the encoder-decoder wrapper refactor." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Unrelated model implementations; same theme, different changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different code paths; no shared underlying defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; the overlap is only the tracing refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and code paths; not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated implementations; too broad for duplicate treatment." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and outputs; similar refactor style only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different code paths; not one underlying bug or patch." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated; the commonality is just output-tracing cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model code paths; not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba refactor vs SuperPoint refactor are unrelated model changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and implementations; the similarity is only the refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are different models and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; no shared fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate implementations; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen touch different model families and logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are unrelated code paths; similar tracing refactor only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and wrapper logic; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth models vs SuperPoint are separate implementations; no duplicate bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; shared output-tracing pattern is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated; not one mergeable PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are different code paths; same refactor concept only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are still separate model implementations and changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; not the same concrete bug or fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and logic; only the tracing cleanup matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate code paths; not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated; same broad refactor theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations with different underlying behavior." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different subsystems; no shared concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "4d5019982264051cf2fdacbe8fd0e197cbab17d369111b6b56d5568870f9b763", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only standard Transformers scaffolding, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44662 is the stronger representative artifact: it is a complete, non-draft model implementation with substantial review activity and a full test/docs footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR #44662 is the best single PR to anchor the cluster because it is the most mature and fully developed implementation; #45401 is draft and targets a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with distinct codepaths and filenames (PenguinVL vs Voxtral TTS). Shared auto-registration and docs updates are boilerplate, not evidence of the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "8140e8205cf8fb5d9594eb473815787717cdfa4b7442f4a50681d9a69e38f8fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one rewrites a documentation workflow into a draft-conversion workflow, while the other switches CI to a smaller runner group and includes unrelated code/test changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the diffs target different code paths and purposes, so they should remain separate PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the more representative standalone change because it has a clear CI-focused scope and broader concrete edits, but it is not a duplicate of PR 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Reject: the workflow rewrite to convert PRs to draft and the smaller-group CI change touch different functionality and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "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": "66fce3c12a4b4f4fbe1b9cd4d96189a0a939a0e6b7ed674e8689dfd09bc21c45", + "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 PRs are related thematically around fusion, but they implement different layers: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integration points. They should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the better canonical representative because it touches the main user-facing fusion plumbing (KernelConfig, modeling utilities, integrations) and appears to be the broader change in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best PR candidate for the cluster since it is the more central and complete fusion feature implementation; PR #44979 is a separate API addition in a different code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 adds a new generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration/modeling changes. They are related concepts but not the same concrete code-path fix and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "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": "97e5bd7a6615ddc9024a522c1655e3c3294df549ea8e23f45ebbfdf85da3070a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete duplicate with added test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger representative: it implements the same code-path fix as 45086 and also adds a test, making it the more complete PR.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR to keep because it addresses the same underlying bug as 45086 with additional validation and fuller context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same fix in the same file; 45317 appears to be an expanded version of 45086 with test coverage, so these are 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": 19, + "component_count": 36, + "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": "fb88b6c956b1c57f71d1116b9bdfa587ace06e49c439da6aba5e4ce84e79d475", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH PRs overlap in model-registration files, but they address different changes: one is a refactor/conversion-mapping update, the other is a broader model split and documentation refresh. They are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more representative NemotronH change set because it introduces the new dense/sparse model variants plus the user-facing docs and tests, whereas #45115 is a narrower refactor around inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single PR for the cluster: it covers the main functional product change and includes the broader follow-on integration work. PR #45115 is smaller and focused on internal refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH plumbing files, but the concrete changes differ: #45115 is about conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid, while #45569 adds dense/sparse model packages, docs, auto-mapping updates, and tests. These are related but not the same fix/change, and would not naturally 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": 20, + "component_count": 36, + "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": "399c9f7e2273fd57194a5697d97bd27fb8316fe878cc170d1db541caf30dbf7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closely related open PRs for heterogeneous model support, but one is a broader superset of the other rather than the same change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the more complete umbrella change: it includes the per-layer configuration work plus the modeling/runtime pieces and the associated tests/docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous feature set and subsumes the narrower configuration-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap heavily, but #45333 is configuration-only while #45332 adds additional modeling/runtime support and extra tests. This looks like a parent/superset relationship, not the same concrete PR change that should be deduplicated." + } + ] + }, + "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": 36, + "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": "b54dfa3e164ee54a1c74026d4d3d1ccecc71947309d459281764efbada1ebff5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related pull requests, but they address different scopes and goals: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds specific typing protocols/aliases for shared utilities. They are related, but not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change; PR 45415 is a much broader repository-wide type-checking pass and not the same fix.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the best representative of the cluster because it has a narrower, coherent purpose and is less likely to conflate unrelated typing cleanup with a specific code-path typing adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing work and share a few files, but 45415 is a broad multi-file type-checking enablement while 45425 adds specific typing helpers/protocols. Different underlying changes, so they should not be merged 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": 22, + "component_count": 36, + "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": "f66d411c18d09a2438492b8826f7837cd519534c4da694c62852fbb2894b0c91", + "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": "Two open PRs both touch expert-parallel loading, but they address different failure modes: one fixes accelerate/DeepSpeed ZeRO-3 loading by preserving distributed_config and adding has_ep, while the other fixes FSDP2 expert parameters being overwritten by rank-0 broadcast.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative of the cluster because it targets the more concrete expert-parallel parameter-loading corruption path and has the broader distributed loading fix surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone change: it addresses a specific, user-visible correctness bug in expert parameter loading and does so across the relevant loading code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related subsystem, but not the same underlying bug. #45548 is about preserving distributed config / has_ep for EP + DeepSpeed ZeRO-3 loading, while #45662 prevents expert tensors from being overwritten by rank-0 broadcast under FSDP2." + } + ] + }, + "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": 36, + "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": "baff17e0f64193f6252c084db54e52d84460005fedb1966233abfc839e59c21a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4670, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4670, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging collision problem for issue #45561; PR 45645 is the more complete fix because it also updates CI collection of the split log files.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best representative because it includes the core xdist-safe testing_utils change plus the CI workflow update needed to gather multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall candidate: it addresses the underlying log-file collision and the downstream artifact consumption path, making it the most complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They fix the same concrete xdist captured_info collision in the same helper code path; 45645 extends the same fix with CI log aggregation, so these are the same underlying change family." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "789d1b8de7eceba16ddc8d3a686ce9b33e6206256d03bc35cfc26bc00d8d37bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both linter/chore PRs touching model code, but they implement different rules for different behaviors: TRF003 vs TRF018. They do not look like the same underlying fix and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs target different lint rules and different code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the better standalone representative because its title and diff are more directly about a concrete modeling rule change, but it is still separate from #45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: different lint rules and different edits. #45720 adds can_return_tuple / removes return_dict in several forwards; #46259 changes _init_weights behavior across many models. Same broad area, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "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": 26, + "component_count": 36, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "209947b9998213cf736fc1213ce9693dd29cba5b12e8877cdb3a64fec6f16f78", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open PRs with similar test/CI vibes, but they target different changes: a grafana/testing branch with model tweaks, a broad test migration, and a PEFT integration CI branch. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46891 is the most focused and self-contained of the set: it centers on PEFT integration CI wiring, whereas the other two are broader test/migration or mixed workflow/model changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46891 is the best representative only because it has the clearest single-purpose scope; the others are more sprawling and less canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test/CI-oriented, but one is a grafana/testing branch with model-file edits while the other is a broad test migration. They do not appear to fix the same concrete bug or implement the same change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "They both touch the PR CI workflow, but the substantive changes are different: 45932 includes model/config edits for a grafana/testing branch, while 46891 is specifically about PEFT integration CI. Similar infrastructure alone is not enough." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "One is a wide test migration across model tests; the other is a PEFT integration CI update. They share a testing theme but not the same underlying code-path problem or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "aa2e5be47d291e91f3f2744a7e7c4ea507881d1b8ae048bdbf899c18957a62a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas and CI. They overlap in a few distributed files, but the underlying changes and merge intent are different.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration. It has a narrow code-path focus and is a better representative artifact than the broad branch-base PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it describes a concrete feature/integration change. PR #46269 is too broad and heterogeneous to serve as the canonical change for this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: shared filenames are not enough here. #46126 targets EP/Trainer integration, while #46269 is a large distributed base branch with CI and many unrelated edits; they do not appear to fix the same concrete code-path problem or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "f5df8ff8bc2f3764dba0a1fdf5d266d2f185d86fc49190c951159e5e578a34c0", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25930, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated workflow-maintenance PRs. The only partial theme is several independent edits to .github/workflows/pr-ci-security-gate.yml, but they change different behaviors (checkout/diff checks, permissions, reusable-workflow secrets, comments), so they are not duplicates.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46554 is the most substantive and representative security-gate change; the other security-gate PRs are narrower follow-ups, and the remaining PRs touch unrelated workflows.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 best represents the only coherent subcluster because it changes the actual gate logic, not just surrounding permissions or comments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behaviors; no shared bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files; unrelated maintenance changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI update vs security-gate comment change; unrelated." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow areas and different fixes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files; not the same underlying problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening vs benchmark trigger change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows with different purposes; no duplicate bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner changes are unrelated to security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different code paths." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop vs benchmark workflow; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Two separate workflow updates; no shared underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow changes in different files." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers vs benchmark workflow; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and separate maintenance tweaks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers edit is unrelated to security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger vs CI image tag detection; different fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "CI image-tag parsing vs security-gate checks; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds diff-based gate checks while the other changes permissions/approval flow; separate fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Logic change vs comment-only note; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-hardening changes in the same workflow, but not the same concrete fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval change vs comment-only note; unrelated." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Changing permissions and changing inherited secrets are different fixes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification vs secrets inheritance change; not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "CI image parsing change vs security-gate secrets change; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0caf521bc6107c629ee888129cf7497b02283cb9685ffc175ac4062cd5b8d9fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically related PRs about replacing brittle file-open source inspection with safer source retrieval, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it is a focused fix in the attention-implementation path, includes tests, and has a clearer concrete behavior change than the more generic self-source reading cleanup in PR 46152.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it targets a specific runtime heuristic, is easier to validate, and appears more directly tied to an actual bug/robustness issue than PR 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for source inspection, but they touch different modules and different behaviors: import_utils self-source resolution vs modeling_utils _can_set_attn_implementation. Shared theme is not enough to treat them as the same change or underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable 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": 31, + "component_count": 36, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "b53e5fc11366d751a86ac0eaf06c086c66eb10dd8d963400797a1d809fc90166", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding window mask (`-dist <= right_window_size` vs `<`). PR 46546 is the broader, more complete change set; PR 46310 is a narrower moonshine_streaming-only variant of the same fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix as 46310, adds the related Gemma4 implementation, and includes test coverage, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall PR candidate because it subsumes the Moonshine streaming fix from 46310 and adds validation plus the analogous Gemma4 patch, so it is the most complete representation of the underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete bug: the right-window boundary in the sliding mask is off by one in the same code path. 46546 is a superset of 46310 for Moonshine streaming and is plausibly merged as one fix set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "422a418b01af6934245fb3ed7b6a300b76401eedc69052b9397cd4c1ff92e3dd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14034, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14034, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains five unrelated open PRs spanning continuous batching multimodal support, HunYuan VL model addition, RADIO model support, Nemotron Omni support, and a Gemma masking bugfix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative; the items target different models/features and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different areas: continuous batching runtime changes vs adding a new multimodal model package. No shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Both touch model/runtime support, but one is multimodal continuous batching and the other is RADIO model implementation/conversion. Different concrete changes." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Distinct model families and tasks: RADIO support versus Nemotron Omni support. Not the same underlying change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support is unrelated to Gemma 3/4 attention masking. Different code paths and purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "38fbcf34facfac7638acaad881920eb87e6e19e259660685eef8e4d1029c3a6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve real leading spaces, while the other updates AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46574 is the cleaner canonical representative: it fixes one concrete decode-path bug in a single tokenizer and includes targeted test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the strongest standalone PR in the cluster because the bug is narrowly scoped, the code change is localized, and the test coverage directly matches the failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: CodeLlama decoding/space stripping vs DeepSeek checkpoint tokenizer-class selection. They should not be merged 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": 34, + "component_count": 36, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "364f657fbc5ecfcccbbe43bcb4590f0480ec4f7660e6d4501560b5d42c924f57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs touch the same tokenizer/integration files, but they target different changes: one refactors by moving MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap in subsystem and filenames, not in the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantive, feature-oriented change centered on Mistral tokenizer behavior; #46603 is mainly a code relocation/refactor and looks like a separate prerequisite or cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it contains the broader functional change and accompanying tests, whereas #46603 is a narrower structural move.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "They share Mistral tokenizer files, but #46603 is a refactor/move of MistralConverter while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete goals and not something that would naturally be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "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-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781" + ], + "prepared_review_unit_hash": "48f235634dec52894e13b99b7f77cde0f7276a7368986507dc662990f358eb24", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar because they touch overlapping model code, but they fix different bugs: one is about Mamba2 chunked-prefill/speculative decoding, one about padding-mask handling for batch size 1, and one about QuantizedCache on hybrid models. No soft-edge duplicate should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46741 is the best anchor for the cluster only because it is the broadest cross-model fix and most likely to be the representative item, but it still addresses a distinct bug from the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the strongest standalone representative: it has the widest scope, clear code-path changes, and the most explicit multi-model bug fix among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "They share some model files, but the underlying problems differ: 46741 changes cache/precomputed-state flow for chunked prefill/speculative decoding, while 46773 fixes attention-mask application being skipped for batch size 1. Different code paths and different failure modes." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different subsystems and bugs: 46741 is model forward-path logic for Mamba2-style decoding, while 46781 changes QuantizedCache construction in cache_utils for hybrid attention/SSM models. They are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "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-46895-2", + "nodes": [ + "pull_request:46895", + "pull_request:46898" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898" + ], + "prepared_review_unit_hash": "78f3cbde8e386af8c15bc81b441ee432c279d893ebb7927a5951273618cd2659", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4434, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs replace model-specific loss computation with direct CrossEntropyLoss, but they affect different models and code paths (CohereASR vs Florence2), so they are similar pattern fixes rather than duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46895 is a clear representative of this fix pattern: it has a fully explicit title, an explicit issue target, and a concrete training-loss change in CohereASR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46895 is the best single PR to anchor the cluster because it is specific, self-contained, and directly describes the loss bug being fixed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Same high-level bug pattern, but different model implementations and forward paths; they are not the same concrete change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/manifest.json b/snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b3e5594f7741e71410203901dc8ddcb5d1f26c83 --- /dev/null +++ b/snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260626t000017z", + "artifacts": { + "hybrid": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-26T00:11:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260626T000017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260626T000017Z/manifest.json b/snapshots/20260626T000017Z/manifest.json index 090309ca864e220864accb16639ab830f939be6e..74486d05bb1675120dc7e34838d3b4c85cd6d4cf 100644 --- a/snapshots/20260626T000017Z/manifest.json +++ b/snapshots/20260626T000017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 215 }, "extracted_at": "2026-06-26T00:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260626t000017z", + "runs": { + "hybrid-model-20260626t000017z": { + "analysis_id": "hybrid-model-20260626t000017z", + "artifacts": { + "hybrid": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/manifest.json", + "model": null, + "published_at": "2026-06-26T00:11:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260626T000017Z", "watermark": {